<?xml version="1.0" encoding="UTF-8"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:news="http://www.google.com/schemas/sitemap-news/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml" xmlns:image="http://www.google.com/schemas/sitemap-image/1.1" xmlns:video="http://www.google.com/schemas/sitemap-video/1.1"><url><loc>https://airoads.org/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/"/></url><url><loc>https://airoads.org/appendix/ai-milestones/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/ai-milestones/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/ai-milestones/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/ai-milestones/"/></url><url><loc>https://airoads.org/appendix/continuous-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/continuous-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/continuous-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/continuous-learning/"/></url><url><loc>https://airoads.org/appendix/course-numbering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/course-numbering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/course-numbering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/course-numbering/"/></url><url><loc>https://airoads.org/appendix/faq/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/faq/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/faq/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/faq/"/></url><url><loc>https://airoads.org/appendix/hardware/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/hardware/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/hardware/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/hardware/"/></url><url><loc>https://airoads.org/appendix/job-prep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/job-prep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/job-prep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/job-prep/"/></url><url><loc>https://airoads.org/appendix/resource-quick-ref/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/resource-quick-ref/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/resource-quick-ref/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/resource-quick-ref/"/></url><url><loc>https://airoads.org/appendix/resources/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/resources/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/resources/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/resources/"/></url><url><loc>https://airoads.org/appendix/troubleshooting/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/troubleshooting/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/troubleshooting/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/troubleshooting/"/></url><url><loc>https://airoads.org/appendix/visual-enhancement-plan/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/visual-enhancement-plan/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/visual-enhancement-plan/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/visual-enhancement-plan/"/></url><url><loc>https://airoads.org/ch01-tools/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/"/></url><url><loc>https://airoads.org/ch01-tools/ch01-terminal/01-why-cli/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/01-why-cli/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/01-why-cli/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/01-why-cli/"/></url><url><loc>https://airoads.org/ch01-tools/ch01-terminal/02-basic-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/02-basic-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/02-basic-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/02-basic-operations/"/></url><url><loc>https://airoads.org/ch01-tools/ch01-terminal/03-package-managers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/03-package-managers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/03-package-managers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/03-package-managers/"/></url><url><loc>https://airoads.org/ch01-tools/ch02-git/01-git-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/01-git-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/01-git-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/01-git-basics/"/></url><url><loc>https://airoads.org/ch01-tools/ch02-git/02-core-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/02-core-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/02-core-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/02-core-operations/"/></url><url><loc>https://airoads.org/ch01-tools/ch02-git/03-remote-repos/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/03-remote-repos/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/03-remote-repos/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/03-remote-repos/"/></url><url><loc>https://airoads.org/ch01-tools/ch02-git/04-branches/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/04-branches/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/04-branches/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/04-branches/"/></url><url><loc>https://airoads.org/ch01-tools/ch03-devenv/01-python-env/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/01-python-env/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/01-python-env/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/01-python-env/"/></url><url><loc>https://airoads.org/ch01-tools/ch03-devenv/02-vscode/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/02-vscode/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/02-vscode/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/02-vscode/"/></url><url><loc>https://airoads.org/ch01-tools/ch03-devenv/03-jupyter/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/03-jupyter/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/03-jupyter/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/03-jupyter/"/></url><url><loc>https://airoads.org/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/></url><url><loc>https://airoads.org/ch02-python/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/"/></url><url><loc>https://airoads.org/ch02-python/ch01-basics/01-intro/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/01-intro/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/01-intro/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/01-intro/"/></url><url><loc>https://airoads.org/ch02-python/ch01-basics/02-data-types/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/02-data-types/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/02-data-types/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/02-data-types/"/></url><url><loc>https://airoads.org/ch02-python/ch01-basics/03-operators/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/03-operators/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/03-operators/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/03-operators/"/></url><url><loc>https://airoads.org/ch02-python/ch01-basics/04-io/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/04-io/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/04-io/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/04-io/"/></url><url><loc>https://airoads.org/ch02-python/ch01-basics/05-control-flow/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/05-control-flow/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/05-control-flow/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/05-control-flow/"/></url><url><loc>https://airoads.org/ch02-python/ch01-basics/06-data-structures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/06-data-structures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/06-data-structures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/06-data-structures/"/></url><url><loc>https://airoads.org/ch02-python/ch01-basics/07-functions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/07-functions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/07-functions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/07-functions/"/></url><url><loc>https://airoads.org/ch02-python/ch01-basics/08-modules/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/08-modules/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/08-modules/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/08-modules/"/></url><url><loc>https://airoads.org/ch02-python/ch02-advanced/01-oop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/01-oop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/01-oop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/01-oop/"/></url><url><loc>https://airoads.org/ch02-python/ch02-advanced/02-exceptions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/02-exceptions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/02-exceptions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/02-exceptions/"/></url><url><loc>https://airoads.org/ch02-python/ch02-advanced/03-file-io/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/03-file-io/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/03-file-io/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/03-file-io/"/></url><url><loc>https://airoads.org/ch02-python/ch02-advanced/04-functional/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/04-functional/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/04-functional/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/04-functional/"/></url><url><loc>https://airoads.org/ch02-python/ch02-advanced/05-iterators-generators/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/05-iterators-generators/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/05-iterators-generators/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/05-iterators-generators/"/></url><url><loc>https://airoads.org/ch02-python/ch02-advanced/06-type-hints/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/06-type-hints/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/06-type-hints/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/06-type-hints/"/></url><url><loc>https://airoads.org/ch02-python/ch03-projects/01-todo-cli/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/01-todo-cli/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/01-todo-cli/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/01-todo-cli/"/></url><url><loc>https://airoads.org/ch02-python/ch03-projects/02-web-scraper/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/02-web-scraper/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/02-web-scraper/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/02-web-scraper/"/></url><url><loc>https://airoads.org/ch02-python/ch03-projects/03-web-api/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/03-web-api/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/03-web-api/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/03-web-api/"/></url><url><loc>https://airoads.org/ch02-python/ch03-projects/04-ai-api-experience/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/04-ai-api-experience/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/04-ai-api-experience/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/04-ai-api-experience/"/></url><url><loc>https://airoads.org/ch02-python/ch03-projects/05-hands-on-python-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/05-hands-on-python-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/05-hands-on-python-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/05-hands-on-python-workshop/"/></url><url><loc>https://airoads.org/ch02-python/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/study-guide/"/></url><url><loc>https://airoads.org/ch03-data-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch01-warmup/01-pure-python-data/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch02-numpy/01-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/01-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/01-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/01-overview/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch02-numpy/02-array-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/02-array-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/02-array-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/02-array-basics/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch02-numpy/03-indexing-slicing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch02-numpy/04-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/04-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/04-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/04-operations/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch02-numpy/05-reshaping/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/05-reshaping/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/05-reshaping/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/05-reshaping/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch02-numpy/06-linear-algebra/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch02-numpy/07-random-stats/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/07-random-stats/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/07-random-stats/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/07-random-stats/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/00-roadmap/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/01-core-structures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/01-core-structures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/01-core-structures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/01-core-structures/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/02-read-write/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/02-read-write/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/02-read-write/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/02-read-write/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/03-selection-filter/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/03-selection-filter/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/03-selection-filter/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/03-selection-filter/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/04-data-cleaning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/05-data-transform/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/05-data-transform/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/05-data-transform/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/05-data-transform/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/06-groupby/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/06-groupby/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/06-groupby/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/06-groupby/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/07-merge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/07-merge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/07-merge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/07-merge/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch03-pandas/08-time-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/08-time-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/08-time-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/08-time-series/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch04-visualization/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/00-roadmap/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch04-visualization/01-matplotlib/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/01-matplotlib/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/01-matplotlib/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/01-matplotlib/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch04-visualization/02-seaborn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/02-seaborn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/02-seaborn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/02-seaborn/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch04-visualization/03-plotly/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/03-plotly/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/03-plotly/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/03-plotly/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch04-visualization/04-best-practices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/04-best-practices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/04-best-practices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/04-best-practices/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch05-database/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/00-roadmap/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch05-database/01-relational-db/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/01-relational-db/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/01-relational-db/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/01-relational-db/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch05-database/02-sql-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/02-sql-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/02-sql-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/02-sql-basics/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch05-database/03-python-db/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/03-python-db/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/03-python-db/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/03-python-db/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch05-database/04-db-design/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/04-db-design/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/04-db-design/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/04-db-design/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch06-projects/01-eda-project/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/01-eda-project/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/01-eda-project/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/01-eda-project/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch06-projects/02-multi-source-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/></url><url><loc>https://airoads.org/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/></url><url><loc>https://airoads.org/ch03-data-analysis/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/study-guide/"/></url><url><loc>https://airoads.org/ch04-ai-math/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch01-linear-algebra/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch01-linear-algebra/01-vectors/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/01-vectors/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/01-vectors/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/01-vectors/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch01-linear-algebra/02-matrices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/02-matrices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/02-matrices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/02-matrices/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch02-probability/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/00-roadmap/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch02-probability/01-probability-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/01-probability-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/01-probability-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/01-probability-basics/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch02-probability/02-distributions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/02-distributions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/02-distributions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/02-distributions/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch02-probability/03-statistical-inference/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/03-statistical-inference/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/03-statistical-inference/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/03-statistical-inference/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch02-probability/04-information-theory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/04-information-theory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/04-information-theory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/04-information-theory/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch02-probability/05-history-foundations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/05-history-foundations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/05-history-foundations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/05-history-foundations/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch03-calculus/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/00-roadmap/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch03-calculus/01-derivatives/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/01-derivatives/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/01-derivatives/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/01-derivatives/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch03-calculus/03-gradient-descent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/03-gradient-descent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/03-gradient-descent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/03-gradient-descent/"/></url><url><loc>https://airoads.org/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/></url><url><loc>https://airoads.org/ch04-ai-math/hands-on-math-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/hands-on-math-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/hands-on-math-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/hands-on-math-workshop/"/></url><url><loc>https://airoads.org/ch04-ai-math/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/study-guide/"/></url><url><loc>https://airoads.org/ch05-machine-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch01-ml-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch02-supervised/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/00-roadmap/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch02-supervised/01-linear-regression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/01-linear-regression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/01-linear-regression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/01-linear-regression/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch02-supervised/02-logistic-regression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch02-supervised/03-decision-trees/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/03-decision-trees/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/03-decision-trees/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/03-decision-trees/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch02-supervised/04-ensemble-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch02-supervised/05-svm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/05-svm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/05-svm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/05-svm/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch03-unsupervised/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch03-unsupervised/01-clustering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/01-clustering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/01-clustering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/01-clustering/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch04-evaluation/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/00-roadmap/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch04-evaluation/01-metrics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/01-metrics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/01-metrics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/01-metrics/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch04-evaluation/02-cross-validation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch04-evaluation/03-bias-variance/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch05-feature-engineering/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch05-feature-engineering/05-pipeline/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch06-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch06-projects/01-house-price/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/01-house-price/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/01-house-price/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/01-house-price/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch06-projects/02-customer-churn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/02-customer-churn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/02-customer-churn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/02-customer-churn/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch06-projects/03-user-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/03-user-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/03-user-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/03-user-segmentation/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch06-projects/04-kaggle/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/04-kaggle/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/04-kaggle/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/04-kaggle/"/></url><url><loc>https://airoads.org/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/></url><url><loc>https://airoads.org/ch05-machine-learning/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/study-guide/"/></url><url><loc>https://airoads.org/ch06-deep-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch01-nn-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch01-nn-basics/02-forward-backward/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch01-nn-basics/03-optimizers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch01-nn-basics/04-regularization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/04-regularization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/04-regularization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/04-regularization/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch01-nn-basics/05-weight-init/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/00-roadmap/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/02-autograd/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/02-autograd/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/02-autograd/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/02-autograd/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/03-nn-module/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/03-nn-module/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/03-nn-module/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/03-nn-module/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/04-data-loading/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/04-data-loading/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/04-data-loading/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/04-data-loading/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/05-training-loop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/05-training-loop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/05-training-loop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/05-training-loop/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/06-practical-tips/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch03-cnn/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/00-roadmap/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch03-cnn/01-convolution-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch03-cnn/02-cnn-structure/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch03-cnn/03-classic-architectures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch03-cnn/04-transfer-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch03-cnn/05-image-classification-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch04-rnn/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/00-roadmap/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch04-rnn/01-rnn-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch04-rnn/02-lstm-gru/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch04-rnn/03-sequence-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch05-transformer/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/00-roadmap/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch05-transformer/01-attention-mechanism/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch05-transformer/02-transformer-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch06-generative/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/00-roadmap/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch06-generative/01-gan/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/01-gan/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/01-gan/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/01-gan/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch06-generative/02-vae/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/02-vae/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/02-vae/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/02-vae/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch07-training-tips/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/00-roadmap/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch07-training-tips/03-model-compression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/03-model-compression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/03-model-compression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/03-model-compression/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch08-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch08-projects/01-image-classification/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/01-image-classification/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/01-image-classification/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/01-image-classification/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch08-projects/02-sentiment-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch08-projects/03-generative-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/03-generative-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/03-generative-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/03-generative-practice/"/></url><url><loc>https://airoads.org/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/></url><url><loc>https://airoads.org/ch06-deep-learning/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/study-guide/"/></url><url><loc>https://airoads.org/ch07-llm-principles/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch01-nlp-crash/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch01-nlp-crash/02-embeddings/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch02-llm-overview/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch02-llm-overview/01-development-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/01-development-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/01-development-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/01-development-history/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch02-llm-overview/02-core-concepts/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch03-transformer-deep/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch03-transformer-deep/02-model-variants/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch04-pretraining/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/00-roadmap/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch04-pretraining/01-pretraining-data/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch05-prompt/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/00-roadmap/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch05-prompt/01-prompt-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch05-prompt/02-advanced-prompting/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch05-prompt/03-structured-output/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/03-structured-output/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/03-structured-output/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/03-structured-output/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch05-prompt/04-prompt-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch06-finetuning/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/00-roadmap/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch06-finetuning/02-lora-qlora/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch06-finetuning/03-other-peft/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/03-other-peft/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/03-other-peft/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/03-other-peft/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch06-finetuning/05-data-labeling/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch07-alignment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/00-roadmap/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch07-alignment/01-alignment-problem/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch07-alignment/02-rlhf/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/02-rlhf/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/02-rlhf/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/02-rlhf/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch07-alignment/03-alternative-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch08-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch08-projects/01-domain-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch08-projects/02-deliverables-kit/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/></url><url><loc>https://airoads.org/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/ch07-llm-principles/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/study-guide/"/></url><url><loc>https://airoads.org/ch08-rag/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/"/></url><url><loc>https://airoads.org/ch08-rag/ch01-rag/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/00-roadmap/"/></url><url><loc>https://airoads.org/ch08-rag/ch01-rag/01-rag-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/01-rag-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/01-rag-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/01-rag-basics/"/></url><url><loc>https://airoads.org/ch08-rag/ch01-rag/02-document-processing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/02-document-processing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/02-document-processing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/02-document-processing/"/></url><url><loc>https://airoads.org/ch08-rag/ch01-rag/03-vector-databases/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/03-vector-databases/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/03-vector-databases/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/03-vector-databases/"/></url><url><loc>https://airoads.org/ch08-rag/ch01-rag/04-retrieval-strategies/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/04-retrieval-strategies/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/04-retrieval-strategies/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/04-retrieval-strategies/"/></url><url><loc>https://airoads.org/ch08-rag/ch01-rag/05-rag-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/05-rag-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/05-rag-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/05-rag-optimization/"/></url><url><loc>https://airoads.org/ch08-rag/ch01-rag/06-advanced-rag/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/06-advanced-rag/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/06-advanced-rag/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/06-advanced-rag/"/></url><url><loc>https://airoads.org/ch08-rag/ch01-rag/07-rag-evaluation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/07-rag-evaluation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/07-rag-evaluation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/07-rag-evaluation/"/></url><url><loc>https://airoads.org/ch08-rag/ch02-deployment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/00-roadmap/"/></url><url><loc>https://airoads.org/ch08-rag/ch02-deployment/01-local-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/01-local-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/01-local-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/01-local-models/"/></url><url><loc>https://airoads.org/ch08-rag/ch02-deployment/02-inference-servers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/02-inference-servers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/02-inference-servers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/02-inference-servers/"/></url><url><loc>https://airoads.org/ch08-rag/ch02-deployment/03-unified-api/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/03-unified-api/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/03-unified-api/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/03-unified-api/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/00-roadmap/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/01-llm-api-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/01-llm-api-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/01-llm-api-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/01-llm-api-practice/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/02-langchain-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/02-langchain-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/02-langchain-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/02-langchain-basics/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/03-function-calling/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/03-function-calling/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/03-function-calling/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/03-function-calling/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/04-huggingface-deep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/04-huggingface-deep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/04-huggingface-deep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/04-huggingface-deep/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/05-dialog-system/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/05-dialog-system/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/05-dialog-system/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/05-dialog-system/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/06-ai-assisted-coding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/07-document-parsing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/07-document-parsing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/07-document-parsing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/07-document-parsing/"/></url><url><loc>https://airoads.org/ch08-rag/ch03-app-dev/08-template-doc-generation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/08-template-doc-generation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/08-template-doc-generation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/08-template-doc-generation/"/></url><url><loc>https://airoads.org/ch08-rag/ch04-engineering/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/00-roadmap/"/></url><url><loc>https://airoads.org/ch08-rag/ch04-engineering/01-async-programming/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/01-async-programming/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/01-async-programming/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/01-async-programming/"/></url><url><loc>https://airoads.org/ch08-rag/ch04-engineering/02-api-design/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/02-api-design/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/02-api-design/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/02-api-design/"/></url><url><loc>https://airoads.org/ch08-rag/ch04-engineering/03-logging-monitoring/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/03-logging-monitoring/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/03-logging-monitoring/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/03-logging-monitoring/"/></url><url><loc>https://airoads.org/ch08-rag/ch04-engineering/04-docker-deployment/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/04-docker-deployment/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/04-docker-deployment/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/04-docker-deployment/"/></url><url><loc>https://airoads.org/ch08-rag/ch05-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ch08-rag/ch05-projects/01-enterprise-kb/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/01-enterprise-kb/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/01-enterprise-kb/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/01-enterprise-kb/"/></url><url><loc>https://airoads.org/ch08-rag/ch05-projects/02-domain-rag-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/></url><url><loc>https://airoads.org/ch08-rag/ch05-projects/03-intelligent-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/03-intelligent-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/03-intelligent-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/03-intelligent-assistant/"/></url><url><loc>https://airoads.org/ch08-rag/ch05-projects/04-courseware-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/04-courseware-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/04-courseware-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/04-courseware-assistant/"/></url><url><loc>https://airoads.org/ch08-rag/ch05-projects/05-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/ch08-rag/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/study-guide/"/></url><url><loc>https://airoads.org/ch09-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/"/></url><url><loc>https://airoads.org/ch09-agent/ch01-agent-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch01-agent-basics/01-what-is-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/01-what-is-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/01-what-is-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/01-what-is-agent/"/></url><url><loc>https://airoads.org/ch09-agent/ch01-agent-basics/02-development-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/02-development-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/02-development-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/02-development-history/"/></url><url><loc>https://airoads.org/ch09-agent/ch01-agent-basics/03-capability-levels/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/03-capability-levels/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/03-capability-levels/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/03-capability-levels/"/></url><url><loc>https://airoads.org/ch09-agent/ch01-agent-basics/04-system-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/04-system-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/04-system-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/04-system-architecture/"/></url><url><loc>https://airoads.org/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/></url><url><loc>https://airoads.org/ch09-agent/ch02-reasoning/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch02-reasoning/01-llm-reasoning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/01-llm-reasoning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/01-llm-reasoning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/01-llm-reasoning/"/></url><url><loc>https://airoads.org/ch09-agent/ch02-reasoning/02-chain-reasoning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/02-chain-reasoning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/02-chain-reasoning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/02-chain-reasoning/"/></url><url><loc>https://airoads.org/ch09-agent/ch02-reasoning/03-react/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/03-react/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/03-react/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/03-react/"/></url><url><loc>https://airoads.org/ch09-agent/ch02-reasoning/04-plan-and-execute/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/04-plan-and-execute/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/04-plan-and-execute/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/04-plan-and-execute/"/></url><url><loc>https://airoads.org/ch09-agent/ch02-reasoning/05-advanced-planning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/05-advanced-planning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/05-advanced-planning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/05-advanced-planning/"/></url><url><loc>https://airoads.org/ch09-agent/ch02-reasoning/06-reasoning-evaluation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/01-function-calling-deep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/01-function-calling-deep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/01-function-calling-deep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/01-function-calling-deep/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/02-tool-description/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/02-tool-description/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/02-tool-description/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/02-tool-description/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/03-tool-strategies/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/03-tool-strategies/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/03-tool-strategies/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/03-tool-strategies/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/04-common-tools/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/04-common-tools/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/04-common-tools/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/04-common-tools/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/05-tool-safety/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/05-tool-safety/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/05-tool-safety/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/05-tool-safety/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/06-advanced-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/06-advanced-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/06-advanced-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/06-advanced-patterns/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/07-code-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/07-code-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/07-code-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/07-code-agent/"/></url><url><loc>https://airoads.org/ch09-agent/ch03-tools/08-multi-tool-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/08-multi-tool-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/08-multi-tool-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/08-multi-tool-practice/"/></url><url><loc>https://airoads.org/ch09-agent/ch04-memory/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch04-memory/01-memory-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/01-memory-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/01-memory-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/01-memory-overview/"/></url><url><loc>https://airoads.org/ch09-agent/ch04-memory/02-short-term-memory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/02-short-term-memory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/02-short-term-memory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/02-short-term-memory/"/></url><url><loc>https://airoads.org/ch09-agent/ch04-memory/03-long-term-memory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/03-long-term-memory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/03-long-term-memory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/03-long-term-memory/"/></url><url><loc>https://airoads.org/ch09-agent/ch04-memory/04-episodic-procedural/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/04-episodic-procedural/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/04-episodic-procedural/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/04-episodic-procedural/"/></url><url><loc>https://airoads.org/ch09-agent/ch04-memory/05-memory-engineering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/05-memory-engineering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/05-memory-engineering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/05-memory-engineering/"/></url><url><loc>https://airoads.org/ch09-agent/ch04-memory/06-memory-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/06-memory-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/06-memory-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/06-memory-practice/"/></url><url><loc>https://airoads.org/ch09-agent/ch05-mcp/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch05-mcp/01-mcp-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/01-mcp-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/01-mcp-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/01-mcp-overview/"/></url><url><loc>https://airoads.org/ch09-agent/ch05-mcp/02-mcp-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/02-mcp-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/02-mcp-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/02-mcp-architecture/"/></url><url><loc>https://airoads.org/ch09-agent/ch05-mcp/03-mcp-server-dev/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/03-mcp-server-dev/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/03-mcp-server-dev/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/03-mcp-server-dev/"/></url><url><loc>https://airoads.org/ch09-agent/ch05-mcp/04-mcp-client-integration/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/04-mcp-client-integration/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/04-mcp-client-integration/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/04-mcp-client-integration/"/></url><url><loc>https://airoads.org/ch09-agent/ch05-mcp/05-mcp-ecosystem/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/01-framework-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/01-framework-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/01-framework-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/01-framework-overview/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/02-langchain-langgraph/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/03-llamaindex/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/03-llamaindex/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/03-llamaindex/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/03-llamaindex/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/04-crewai/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/04-crewai/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/04-crewai/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/04-crewai/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/05-autogen/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/05-autogen/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/05-autogen/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/05-autogen/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/06-openai-agents-sdk/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/07-low-code-platforms/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/07-low-code-platforms/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/07-low-code-platforms/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/07-low-code-platforms/"/></url><url><loc>https://airoads.org/ch09-agent/ch06-frameworks/08-framework-selection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/08-framework-selection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/08-framework-selection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/08-framework-selection/"/></url><url><loc>https://airoads.org/ch09-agent/ch07-multi-agent/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch07-multi-agent/01-architecture-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/></url><url><loc>https://airoads.org/ch09-agent/ch07-multi-agent/02-communication/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/02-communication/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/02-communication/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/02-communication/"/></url><url><loc>https://airoads.org/ch09-agent/ch07-multi-agent/03-task-coordination/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/03-task-coordination/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/03-task-coordination/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/03-task-coordination/"/></url><url><loc>https://airoads.org/ch09-agent/ch07-multi-agent/04-practice-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/04-practice-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/04-practice-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/04-practice-patterns/"/></url><url><loc>https://airoads.org/ch09-agent/ch07-multi-agent/05-challenges/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/05-challenges/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/05-challenges/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/05-challenges/"/></url><url><loc>https://airoads.org/ch09-agent/ch07-multi-agent/06-multi-agent-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/></url><url><loc>https://airoads.org/ch09-agent/ch08-eval-safety/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch08-eval-safety/01-evaluation-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/></url><url><loc>https://airoads.org/ch09-agent/ch08-eval-safety/02-benchmarks/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/02-benchmarks/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/02-benchmarks/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/02-benchmarks/"/></url><url><loc>https://airoads.org/ch09-agent/ch08-eval-safety/03-agent-security/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/03-agent-security/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/03-agent-security/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/03-agent-security/"/></url><url><loc>https://airoads.org/ch09-agent/ch08-eval-safety/04-guardrails/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/04-guardrails/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/04-guardrails/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/04-guardrails/"/></url><url><loc>https://airoads.org/ch09-agent/ch08-eval-safety/05-observability/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/05-observability/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/05-observability/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/05-observability/"/></url><url><loc>https://airoads.org/ch09-agent/ch09-deployment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch09-deployment/01-deployment-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/01-deployment-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/01-deployment-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/01-deployment-architecture/"/></url><url><loc>https://airoads.org/ch09-agent/ch09-deployment/02-runtime-management/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/02-runtime-management/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/02-runtime-management/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/02-runtime-management/"/></url><url><loc>https://airoads.org/ch09-agent/ch09-deployment/03-persistence-recovery/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/03-persistence-recovery/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/03-persistence-recovery/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/03-persistence-recovery/"/></url><url><loc>https://airoads.org/ch09-agent/ch09-deployment/04-cost-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/04-cost-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/04-cost-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/04-cost-optimization/"/></url><url><loc>https://airoads.org/ch09-agent/ch09-deployment/05-production-best-practices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/05-production-best-practices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/05-production-best-practices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/05-production-best-practices/"/></url><url><loc>https://airoads.org/ch09-agent/ch10-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ch09-agent/ch10-projects/01-research-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/01-research-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/01-research-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/01-research-assistant/"/></url><url><loc>https://airoads.org/ch09-agent/ch10-projects/02-data-analysis-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/02-data-analysis-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/02-data-analysis-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/02-data-analysis-agent/"/></url><url><loc>https://airoads.org/ch09-agent/ch10-projects/03-multi-agent-dev-team/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/></url><url><loc>https://airoads.org/ch09-agent/ch10-projects/04-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/ch09-agent/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/study-guide/"/></url><url><loc>https://airoads.org/ch10-computer-vision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch01-cv-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch01-cv-basics/03-image-processing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch02-classification/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/00-roadmap/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch02-classification/01-data-augmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/01-data-augmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/01-data-augmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/01-data-augmentation/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch02-classification/02-modern-architectures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/02-modern-architectures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/02-modern-architectures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/02-modern-architectures/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch02-classification/03-training-tricks/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/03-training-tricks/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/03-training-tricks/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/03-training-tricks/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch03-detection/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/00-roadmap/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch03-detection/01-detection-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/01-detection-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/01-detection-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/01-detection-overview/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch03-detection/02-classic-detectors/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/02-classic-detectors/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/02-classic-detectors/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/02-classic-detectors/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch03-detection/03-yolo-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/03-yolo-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/03-yolo-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/03-yolo-series/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch03-detection/04-detection-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/04-detection-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/04-detection-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/04-detection-practice/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch04-segmentation/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/00-roadmap/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch05-advanced/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/00-roadmap/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch05-advanced/01-face-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/01-face-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/01-face-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/01-face-detection/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch05-advanced/02-video-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/02-video-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/02-video-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/02-video-analysis/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch05-advanced/03-ocr/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/03-ocr/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/03-ocr/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/03-ocr/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch05-advanced/04-3d-vision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/04-3d-vision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/04-3d-vision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/04-3d-vision/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch06-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch06-projects/01-security-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/01-security-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/01-security-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/01-security-detection/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch06-projects/02-medical-imaging/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/02-medical-imaging/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/02-medical-imaging/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/02-medical-imaging/"/></url><url><loc>https://airoads.org/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/></url><url><loc>https://airoads.org/ch10-computer-vision/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/study-guide/"/></url><url><loc>https://airoads.org/ch11-nlp/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/"/></url><url><loc>https://airoads.org/ch11-nlp/ch01-text-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ch11-nlp/ch01-text-basics/01-nlp-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/01-nlp-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/01-nlp-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/01-nlp-overview/"/></url><url><loc>https://airoads.org/ch11-nlp/ch01-text-basics/02-text-preprocessing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/></url><url><loc>https://airoads.org/ch11-nlp/ch01-text-basics/03-text-representation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/03-text-representation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/03-text-representation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/03-text-representation/"/></url><url><loc>https://airoads.org/ch11-nlp/ch02-embeddings/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/00-roadmap/"/></url><url><loc>https://airoads.org/ch11-nlp/ch02-embeddings/01-word-embedding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/01-word-embedding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/01-word-embedding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/01-word-embedding/"/></url><url><loc>https://airoads.org/ch11-nlp/ch02-embeddings/02-contextual-embedding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/></url><url><loc>https://airoads.org/ch11-nlp/ch02-embeddings/03-language-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/03-language-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/03-language-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/03-language-models/"/></url><url><loc>https://airoads.org/ch11-nlp/ch03-classification/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/00-roadmap/"/></url><url><loc>https://airoads.org/ch11-nlp/ch03-classification/01-traditional-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/01-traditional-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/01-traditional-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/01-traditional-methods/"/></url><url><loc>https://airoads.org/ch11-nlp/ch03-classification/02-deep-learning-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/02-deep-learning-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/02-deep-learning-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/02-deep-learning-methods/"/></url><url><loc>https://airoads.org/ch11-nlp/ch03-classification/03-classification-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/03-classification-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/03-classification-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/03-classification-practice/"/></url><url><loc>https://airoads.org/ch11-nlp/ch04-sequence-labeling/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/></url><url><loc>https://airoads.org/ch11-nlp/ch04-sequence-labeling/01-ner-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/></url><url><loc>https://airoads.org/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/></url><url><loc>https://airoads.org/ch11-nlp/ch04-sequence-labeling/03-ner-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/></url><url><loc>https://airoads.org/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/></url><url><loc>https://airoads.org/ch11-nlp/ch05-seq2seq/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/00-roadmap/"/></url><url><loc>https://airoads.org/ch11-nlp/ch05-seq2seq/01-encoder-decoder/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/></url><url><loc>https://airoads.org/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/></url><url><loc>https://airoads.org/ch11-nlp/ch05-seq2seq/03-machine-translation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/03-machine-translation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/03-machine-translation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/03-machine-translation/"/></url><url><loc>https://airoads.org/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/></url><url><loc>https://airoads.org/ch11-nlp/ch06-pretrained/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/00-roadmap/"/></url><url><loc>https://airoads.org/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/></url><url><loc>https://airoads.org/ch11-nlp/ch06-pretrained/02-bert/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/02-bert/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/02-bert/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/02-bert/"/></url><url><loc>https://airoads.org/ch11-nlp/ch06-pretrained/03-gpt-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/03-gpt-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/03-gpt-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/03-gpt-series/"/></url><url><loc>https://airoads.org/ch11-nlp/ch06-pretrained/04-t5/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/04-t5/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/04-t5/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/04-t5/"/></url><url><loc>https://airoads.org/ch11-nlp/ch06-pretrained/05-transformers-library/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/05-transformers-library/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/05-transformers-library/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/05-transformers-library/"/></url><url><loc>https://airoads.org/ch11-nlp/ch07-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ch11-nlp/ch07-projects/01-qa-system/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/01-qa-system/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/01-qa-system/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/01-qa-system/"/></url><url><loc>https://airoads.org/ch11-nlp/ch07-projects/02-text-summarization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/02-text-summarization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/02-text-summarization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/02-text-summarization/"/></url><url><loc>https://airoads.org/ch11-nlp/ch07-projects/03-information-extraction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/03-information-extraction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/03-information-extraction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/03-information-extraction/"/></url><url><loc>https://airoads.org/ch11-nlp/ch07-projects/04-semantic-graphs-amr/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/></url><url><loc>https://airoads.org/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/></url><url><loc>https://airoads.org/ch11-nlp/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/study-guide/"/></url><url><loc>https://airoads.org/ch12-multimodal/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch01-multimodal/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/00-roadmap/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch01-multimodal/01-multimodal-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch01-multimodal/02-vision-language/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/02-vision-language/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/02-vision-language/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/02-vision-language/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch01-multimodal/03-multimodal-apps/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch02-image-gen/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/00-roadmap/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch02-image-gen/01-diffusion-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch02-image-gen/02-stable-diffusion/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch02-image-gen/03-sd-applications/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/03-sd-applications/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/03-sd-applications/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/03-sd-applications/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch02-image-gen/04-sd-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch02-image-gen/05-latest-progress/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/05-latest-progress/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/05-latest-progress/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/05-latest-progress/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch03-video-gen/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/00-roadmap/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch03-video-gen/01-video-generation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/01-video-generation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/01-video-generation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/01-video-generation/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch03-video-gen/02-tts/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/02-tts/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/02-tts/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/02-tts/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch03-video-gen/03-digital-human/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/03-digital-human/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/03-digital-human/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/03-digital-human/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch04-frontier/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/00-roadmap/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch04-frontier/01-frontier-trends/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/01-frontier-trends/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/01-frontier-trends/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/01-frontier-trends/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch04-frontier/02-ai-ethics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/02-ai-ethics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/02-ai-ethics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/02-ai-ethics/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch04-frontier/03-ai-regulations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/03-ai-regulations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/03-ai-regulations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/03-ai-regulations/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch05-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch05-projects/01-creative-platform/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/01-creative-platform/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/01-creative-platform/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/01-creative-platform/"/></url><url><loc>https://airoads.org/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/></url><url><loc>https://airoads.org/ch12-multimodal/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/study-guide/"/></url><url><loc>https://airoads.org/ch13-open-source-llm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/"/></url><url><loc>https://airoads.org/ch13-open-source-llm/compute-routes/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/compute-routes/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/compute-routes/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/compute-routes/"/></url><url><loc>https://airoads.org/ch13-open-source-llm/hands-on-open-llm-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/hands-on-open-llm-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/hands-on-open-llm-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/hands-on-open-llm-lab/"/></url><url><loc>https://airoads.org/ch13-open-source-llm/model-runtime-decision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/model-runtime-decision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/model-runtime-decision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/model-runtime-decision/"/></url><url><loc>https://airoads.org/ch13-open-source-llm/serving-evaluation-runbook/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/serving-evaluation-runbook/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/serving-evaluation-runbook/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/serving-evaluation-runbook/"/></url><url><loc>https://airoads.org/ch13-open-source-llm/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/study-guide/"/></url><url><loc>https://airoads.org/electives/hands-on-elective-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/hands-on-elective-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/hands-on-elective-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/hands-on-elective-workshop/"/></url><url><loc>https://airoads.org/electives/module-a/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/"/></url><url><loc>https://airoads.org/electives/module-a/01-cpp-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/01-cpp-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/01-cpp-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/01-cpp-basics/"/></url><url><loc>https://airoads.org/electives/module-a/02-cpp-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/02-cpp-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/02-cpp-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/02-cpp-advanced/"/></url><url><loc>https://airoads.org/electives/module-a/03-model-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/03-model-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/03-model-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/03-model-optimization/"/></url><url><loc>https://airoads.org/electives/module-a/04-inference-engines/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/04-inference-engines/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/04-inference-engines/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/04-inference-engines/"/></url><url><loc>https://airoads.org/electives/module-a/05-edge-deployment/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/05-edge-deployment/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/05-edge-deployment/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/05-edge-deployment/"/></url><url><loc>https://airoads.org/electives/module-a/06-model-serving/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/06-model-serving/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/06-model-serving/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/06-model-serving/"/></url><url><loc>https://airoads.org/electives/module-a/07-projects/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/07-projects/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/07-projects/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/07-projects/"/></url><url><loc>https://airoads.org/electives/module-b/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/"/></url><url><loc>https://airoads.org/electives/module-b/01-decorators-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/01-decorators-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/01-decorators-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/01-decorators-advanced/"/></url><url><loc>https://airoads.org/electives/module-b/02-iterators-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/02-iterators-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/02-iterators-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/02-iterators-advanced/"/></url><url><loc>https://airoads.org/electives/module-b/03-concurrency/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/03-concurrency/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/03-concurrency/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/03-concurrency/"/></url><url><loc>https://airoads.org/electives/module-b/04-metaprogramming/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/04-metaprogramming/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/04-metaprogramming/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/04-metaprogramming/"/></url><url><loc>https://airoads.org/electives/module-c/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/"/></url><url><loc>https://airoads.org/electives/module-c/01-svm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/01-svm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/01-svm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/01-svm/"/></url><url><loc>https://airoads.org/electives/module-c/02-knn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/02-knn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/02-knn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/02-knn/"/></url><url><loc>https://airoads.org/electives/module-c/03-naive-bayes/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/03-naive-bayes/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/03-naive-bayes/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/03-naive-bayes/"/></url><url><loc>https://airoads.org/electives/module-c/04-lda/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/04-lda/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/04-lda/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/04-lda/"/></url><url><loc>https://airoads.org/electives/module-d/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-d/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-d/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-d/"/></url><url><loc>https://airoads.org/electives/module-e/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-e/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-e/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-e/"/></url><url><loc>https://airoads.org/electives/module-f/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-f/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-f/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-f/"/></url><url><loc>https://airoads.org/intro/ai-fullstack-map/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/ai-fullstack-map/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/ai-fullstack-map/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/ai-fullstack-map/"/></url><url><loc>https://airoads.org/intro/capstone-thread/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/capstone-thread/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/capstone-thread/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/capstone-thread/"/></url><url><loc>https://airoads.org/intro/environment-setup/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/environment-setup/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/environment-setup/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/environment-setup/"/></url><url><loc>https://airoads.org/intro/learning-path/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/learning-path/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/learning-path/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/learning-path/"/></url><url><loc>https://airoads.org/intro/quick-experience/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/quick-experience/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/quick-experience/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/quick-experience/"/></url><url><loc>https://airoads.org/ja/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/"/></url><url><loc>https://airoads.org/ja/appendix/ai-milestones/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/ai-milestones/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/ai-milestones/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/ai-milestones/"/></url><url><loc>https://airoads.org/ja/appendix/continuous-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/continuous-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/continuous-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/continuous-learning/"/></url><url><loc>https://airoads.org/ja/appendix/course-numbering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/course-numbering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/course-numbering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/course-numbering/"/></url><url><loc>https://airoads.org/ja/appendix/faq/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/faq/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/faq/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/faq/"/></url><url><loc>https://airoads.org/ja/appendix/hardware/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/hardware/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/hardware/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/hardware/"/></url><url><loc>https://airoads.org/ja/appendix/job-prep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/job-prep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/job-prep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/job-prep/"/></url><url><loc>https://airoads.org/ja/appendix/resource-quick-ref/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/resource-quick-ref/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/resource-quick-ref/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/resource-quick-ref/"/></url><url><loc>https://airoads.org/ja/appendix/resources/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/resources/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/resources/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/resources/"/></url><url><loc>https://airoads.org/ja/appendix/troubleshooting/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/troubleshooting/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/troubleshooting/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/troubleshooting/"/></url><url><loc>https://airoads.org/ja/appendix/visual-enhancement-plan/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/visual-enhancement-plan/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/visual-enhancement-plan/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/visual-enhancement-plan/"/></url><url><loc>https://airoads.org/ja/ch01-tools/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch01-terminal/01-why-cli/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/01-why-cli/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/01-why-cli/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/01-why-cli/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch01-terminal/02-basic-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/02-basic-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/02-basic-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/02-basic-operations/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch01-terminal/03-package-managers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/03-package-managers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/03-package-managers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/03-package-managers/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch02-git/01-git-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/01-git-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/01-git-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/01-git-basics/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch02-git/02-core-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/02-core-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/02-core-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/02-core-operations/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch02-git/03-remote-repos/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/03-remote-repos/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/03-remote-repos/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/03-remote-repos/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch02-git/04-branches/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/04-branches/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/04-branches/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/04-branches/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch03-devenv/01-python-env/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/01-python-env/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/01-python-env/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/01-python-env/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch03-devenv/02-vscode/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/02-vscode/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/02-vscode/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/02-vscode/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch03-devenv/03-jupyter/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/03-jupyter/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/03-jupyter/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/03-jupyter/"/></url><url><loc>https://airoads.org/ja/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/></url><url><loc>https://airoads.org/ja/ch02-python/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch01-basics/01-intro/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/01-intro/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/01-intro/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/01-intro/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch01-basics/02-data-types/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/02-data-types/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/02-data-types/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/02-data-types/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch01-basics/03-operators/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/03-operators/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/03-operators/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/03-operators/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch01-basics/04-io/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/04-io/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/04-io/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/04-io/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch01-basics/05-control-flow/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/05-control-flow/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/05-control-flow/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/05-control-flow/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch01-basics/06-data-structures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/06-data-structures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/06-data-structures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/06-data-structures/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch01-basics/07-functions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/07-functions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/07-functions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/07-functions/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch01-basics/08-modules/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/08-modules/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/08-modules/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/08-modules/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch02-advanced/01-oop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/01-oop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/01-oop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/01-oop/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch02-advanced/02-exceptions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/02-exceptions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/02-exceptions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/02-exceptions/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch02-advanced/03-file-io/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/03-file-io/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/03-file-io/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/03-file-io/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch02-advanced/04-functional/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/04-functional/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/04-functional/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/04-functional/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch02-advanced/05-iterators-generators/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/05-iterators-generators/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/05-iterators-generators/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/05-iterators-generators/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch02-advanced/06-type-hints/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/06-type-hints/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/06-type-hints/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/06-type-hints/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch03-projects/01-todo-cli/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/01-todo-cli/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/01-todo-cli/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/01-todo-cli/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch03-projects/02-web-scraper/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/02-web-scraper/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/02-web-scraper/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/02-web-scraper/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch03-projects/03-web-api/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/03-web-api/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/03-web-api/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/03-web-api/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch03-projects/04-ai-api-experience/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/04-ai-api-experience/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/04-ai-api-experience/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/04-ai-api-experience/"/></url><url><loc>https://airoads.org/ja/ch02-python/ch03-projects/05-hands-on-python-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/05-hands-on-python-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/05-hands-on-python-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/05-hands-on-python-workshop/"/></url><url><loc>https://airoads.org/ja/ch02-python/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/study-guide/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch01-warmup/01-pure-python-data/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch02-numpy/01-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/01-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/01-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/01-overview/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch02-numpy/02-array-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/02-array-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/02-array-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/02-array-basics/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch02-numpy/03-indexing-slicing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch02-numpy/04-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/04-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/04-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/04-operations/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch02-numpy/05-reshaping/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/05-reshaping/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/05-reshaping/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/05-reshaping/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch02-numpy/06-linear-algebra/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch02-numpy/07-random-stats/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/07-random-stats/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/07-random-stats/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/07-random-stats/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/01-core-structures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/01-core-structures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/01-core-structures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/01-core-structures/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/02-read-write/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/02-read-write/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/02-read-write/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/02-read-write/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/03-selection-filter/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/03-selection-filter/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/03-selection-filter/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/03-selection-filter/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/04-data-cleaning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/05-data-transform/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/05-data-transform/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/05-data-transform/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/05-data-transform/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/06-groupby/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/06-groupby/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/06-groupby/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/06-groupby/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/07-merge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/07-merge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/07-merge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/07-merge/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch03-pandas/08-time-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/08-time-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/08-time-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/08-time-series/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch04-visualization/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch04-visualization/01-matplotlib/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/01-matplotlib/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/01-matplotlib/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/01-matplotlib/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch04-visualization/02-seaborn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/02-seaborn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/02-seaborn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/02-seaborn/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch04-visualization/03-plotly/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/03-plotly/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/03-plotly/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/03-plotly/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch04-visualization/04-best-practices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/04-best-practices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/04-best-practices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/04-best-practices/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch05-database/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch05-database/01-relational-db/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/01-relational-db/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/01-relational-db/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/01-relational-db/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch05-database/02-sql-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/02-sql-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/02-sql-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/02-sql-basics/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch05-database/03-python-db/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/03-python-db/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/03-python-db/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/03-python-db/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch05-database/04-db-design/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/04-db-design/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/04-db-design/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/04-db-design/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch06-projects/01-eda-project/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/01-eda-project/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/01-eda-project/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/01-eda-project/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch06-projects/02-multi-source-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/></url><url><loc>https://airoads.org/ja/ch03-data-analysis/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/study-guide/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/01-vectors/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/01-vectors/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/01-vectors/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/01-vectors/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/02-matrices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/02-matrices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/02-matrices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/02-matrices/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch02-probability/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch02-probability/01-probability-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/01-probability-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/01-probability-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/01-probability-basics/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch02-probability/02-distributions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/02-distributions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/02-distributions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/02-distributions/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch02-probability/03-statistical-inference/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/03-statistical-inference/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/03-statistical-inference/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/03-statistical-inference/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch02-probability/04-information-theory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/04-information-theory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/04-information-theory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/04-information-theory/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch02-probability/05-history-foundations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/05-history-foundations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/05-history-foundations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/05-history-foundations/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch03-calculus/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch03-calculus/01-derivatives/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/01-derivatives/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/01-derivatives/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/01-derivatives/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch03-calculus/03-gradient-descent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/03-gradient-descent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/03-gradient-descent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/03-gradient-descent/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/hands-on-math-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/hands-on-math-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/hands-on-math-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/hands-on-math-workshop/"/></url><url><loc>https://airoads.org/ja/ch04-ai-math/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/study-guide/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch02-supervised/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch02-supervised/01-linear-regression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/01-linear-regression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/01-linear-regression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/01-linear-regression/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch02-supervised/02-logistic-regression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch02-supervised/03-decision-trees/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/03-decision-trees/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/03-decision-trees/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/03-decision-trees/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch02-supervised/04-ensemble-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch02-supervised/05-svm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/05-svm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/05-svm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/05-svm/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/01-clustering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/01-clustering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/01-clustering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/01-clustering/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/01-metrics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/01-metrics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/01-metrics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/01-metrics/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/02-cross-validation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/03-bias-variance/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/05-pipeline/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch06-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch06-projects/01-house-price/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/01-house-price/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/01-house-price/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/01-house-price/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch06-projects/02-customer-churn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/02-customer-churn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/02-customer-churn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/02-customer-churn/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch06-projects/03-user-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/03-user-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/03-user-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/03-user-segmentation/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch06-projects/04-kaggle/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/04-kaggle/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/04-kaggle/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/04-kaggle/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/></url><url><loc>https://airoads.org/ja/ch05-machine-learning/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/study-guide/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/02-forward-backward/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/03-optimizers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/04-regularization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/04-regularization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/04-regularization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/04-regularization/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/05-weight-init/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/02-autograd/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/02-autograd/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/02-autograd/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/02-autograd/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/03-nn-module/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/03-nn-module/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/03-nn-module/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/03-nn-module/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/04-data-loading/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/04-data-loading/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/04-data-loading/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/04-data-loading/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/05-training-loop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/05-training-loop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/05-training-loop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/05-training-loop/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/06-practical-tips/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch03-cnn/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch03-cnn/01-convolution-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch03-cnn/02-cnn-structure/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch03-cnn/03-classic-architectures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch03-cnn/04-transfer-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch03-cnn/05-image-classification-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch04-rnn/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch04-rnn/01-rnn-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch04-rnn/02-lstm-gru/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch04-rnn/03-sequence-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch05-transformer/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch05-transformer/01-attention-mechanism/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch05-transformer/02-transformer-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch06-generative/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch06-generative/01-gan/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/01-gan/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/01-gan/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/01-gan/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch06-generative/02-vae/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/02-vae/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/02-vae/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/02-vae/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/03-model-compression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/03-model-compression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/03-model-compression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/03-model-compression/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch08-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch08-projects/01-image-classification/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/01-image-classification/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/01-image-classification/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/01-image-classification/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch08-projects/02-sentiment-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch08-projects/03-generative-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/03-generative-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/03-generative-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/03-generative-practice/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/></url><url><loc>https://airoads.org/ja/ch06-deep-learning/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/study-guide/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/02-embeddings/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/01-development-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/01-development-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/01-development-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/01-development-history/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/02-core-concepts/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/02-model-variants/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/01-pretraining-data/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch05-prompt/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch05-prompt/01-prompt-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch05-prompt/02-advanced-prompting/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch05-prompt/03-structured-output/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/03-structured-output/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/03-structured-output/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/03-structured-output/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch05-prompt/04-prompt-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/02-lora-qlora/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/03-other-peft/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/03-other-peft/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/03-other-peft/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/03-other-peft/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/05-data-labeling/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch07-alignment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch07-alignment/01-alignment-problem/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch07-alignment/02-rlhf/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/02-rlhf/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/02-rlhf/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/02-rlhf/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch07-alignment/03-alternative-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch08-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch08-projects/01-domain-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch08-projects/02-deliverables-kit/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/ja/ch07-llm-principles/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/study-guide/"/></url><url><loc>https://airoads.org/ja/ch08-rag/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch01-rag/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch01-rag/01-rag-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/01-rag-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/01-rag-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/01-rag-basics/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch01-rag/02-document-processing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/02-document-processing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/02-document-processing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/02-document-processing/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch01-rag/03-vector-databases/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/03-vector-databases/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/03-vector-databases/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/03-vector-databases/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch01-rag/04-retrieval-strategies/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/04-retrieval-strategies/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/04-retrieval-strategies/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/04-retrieval-strategies/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch01-rag/05-rag-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/05-rag-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/05-rag-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/05-rag-optimization/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch01-rag/06-advanced-rag/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/06-advanced-rag/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/06-advanced-rag/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/06-advanced-rag/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch01-rag/07-rag-evaluation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/07-rag-evaluation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/07-rag-evaluation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/07-rag-evaluation/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch02-deployment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch02-deployment/01-local-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/01-local-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/01-local-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/01-local-models/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch02-deployment/02-inference-servers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/02-inference-servers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/02-inference-servers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/02-inference-servers/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch02-deployment/03-unified-api/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/03-unified-api/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/03-unified-api/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/03-unified-api/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/01-llm-api-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/01-llm-api-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/01-llm-api-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/01-llm-api-practice/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/02-langchain-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/02-langchain-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/02-langchain-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/02-langchain-basics/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/03-function-calling/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/03-function-calling/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/03-function-calling/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/03-function-calling/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/04-huggingface-deep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/04-huggingface-deep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/04-huggingface-deep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/04-huggingface-deep/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/05-dialog-system/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/05-dialog-system/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/05-dialog-system/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/05-dialog-system/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/06-ai-assisted-coding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/07-document-parsing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/07-document-parsing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/07-document-parsing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/07-document-parsing/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch03-app-dev/08-template-doc-generation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/08-template-doc-generation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/08-template-doc-generation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/08-template-doc-generation/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch04-engineering/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch04-engineering/01-async-programming/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/01-async-programming/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/01-async-programming/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/01-async-programming/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch04-engineering/02-api-design/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/02-api-design/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/02-api-design/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/02-api-design/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch04-engineering/03-logging-monitoring/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/03-logging-monitoring/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/03-logging-monitoring/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/03-logging-monitoring/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch04-engineering/04-docker-deployment/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/04-docker-deployment/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/04-docker-deployment/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/04-docker-deployment/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch05-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch05-projects/01-enterprise-kb/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/01-enterprise-kb/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/01-enterprise-kb/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/01-enterprise-kb/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch05-projects/02-domain-rag-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch05-projects/03-intelligent-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/03-intelligent-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/03-intelligent-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/03-intelligent-assistant/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch05-projects/04-courseware-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/04-courseware-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/04-courseware-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/04-courseware-assistant/"/></url><url><loc>https://airoads.org/ja/ch08-rag/ch05-projects/05-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/ja/ch08-rag/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/study-guide/"/></url><url><loc>https://airoads.org/ja/ch09-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch01-agent-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch01-agent-basics/01-what-is-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/01-what-is-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/01-what-is-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/01-what-is-agent/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch01-agent-basics/02-development-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/02-development-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/02-development-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/02-development-history/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch01-agent-basics/03-capability-levels/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/03-capability-levels/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/03-capability-levels/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/03-capability-levels/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch01-agent-basics/04-system-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/04-system-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/04-system-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/04-system-architecture/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch02-reasoning/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch02-reasoning/01-llm-reasoning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/01-llm-reasoning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/01-llm-reasoning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/01-llm-reasoning/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch02-reasoning/02-chain-reasoning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/02-chain-reasoning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/02-chain-reasoning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/02-chain-reasoning/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch02-reasoning/03-react/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/03-react/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/03-react/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/03-react/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch02-reasoning/04-plan-and-execute/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/04-plan-and-execute/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/04-plan-and-execute/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/04-plan-and-execute/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch02-reasoning/05-advanced-planning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/05-advanced-planning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/05-advanced-planning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/05-advanced-planning/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch02-reasoning/06-reasoning-evaluation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/01-function-calling-deep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/01-function-calling-deep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/01-function-calling-deep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/01-function-calling-deep/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/02-tool-description/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/02-tool-description/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/02-tool-description/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/02-tool-description/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/03-tool-strategies/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/03-tool-strategies/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/03-tool-strategies/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/03-tool-strategies/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/04-common-tools/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/04-common-tools/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/04-common-tools/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/04-common-tools/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/05-tool-safety/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/05-tool-safety/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/05-tool-safety/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/05-tool-safety/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/06-advanced-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/06-advanced-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/06-advanced-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/06-advanced-patterns/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/07-code-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/07-code-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/07-code-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/07-code-agent/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch03-tools/08-multi-tool-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/08-multi-tool-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/08-multi-tool-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/08-multi-tool-practice/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch04-memory/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch04-memory/01-memory-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/01-memory-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/01-memory-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/01-memory-overview/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch04-memory/02-short-term-memory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/02-short-term-memory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/02-short-term-memory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/02-short-term-memory/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch04-memory/03-long-term-memory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/03-long-term-memory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/03-long-term-memory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/03-long-term-memory/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch04-memory/04-episodic-procedural/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/04-episodic-procedural/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/04-episodic-procedural/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/04-episodic-procedural/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch04-memory/05-memory-engineering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/05-memory-engineering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/05-memory-engineering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/05-memory-engineering/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch04-memory/06-memory-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/06-memory-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/06-memory-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/06-memory-practice/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch05-mcp/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch05-mcp/01-mcp-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/01-mcp-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/01-mcp-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/01-mcp-overview/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch05-mcp/02-mcp-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/02-mcp-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/02-mcp-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/02-mcp-architecture/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch05-mcp/03-mcp-server-dev/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/03-mcp-server-dev/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/03-mcp-server-dev/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/03-mcp-server-dev/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch05-mcp/04-mcp-client-integration/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/04-mcp-client-integration/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/04-mcp-client-integration/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/04-mcp-client-integration/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch05-mcp/05-mcp-ecosystem/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/01-framework-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/01-framework-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/01-framework-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/01-framework-overview/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/02-langchain-langgraph/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/03-llamaindex/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/03-llamaindex/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/03-llamaindex/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/03-llamaindex/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/04-crewai/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/04-crewai/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/04-crewai/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/04-crewai/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/05-autogen/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/05-autogen/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/05-autogen/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/05-autogen/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/06-openai-agents-sdk/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/07-low-code-platforms/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/07-low-code-platforms/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/07-low-code-platforms/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/07-low-code-platforms/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch06-frameworks/08-framework-selection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/08-framework-selection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/08-framework-selection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/08-framework-selection/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch07-multi-agent/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch07-multi-agent/01-architecture-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch07-multi-agent/02-communication/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/02-communication/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/02-communication/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/02-communication/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch07-multi-agent/03-task-coordination/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/03-task-coordination/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/03-task-coordination/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/03-task-coordination/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch07-multi-agent/04-practice-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/04-practice-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/04-practice-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/04-practice-patterns/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch07-multi-agent/05-challenges/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/05-challenges/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/05-challenges/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/05-challenges/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch07-multi-agent/06-multi-agent-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch08-eval-safety/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch08-eval-safety/01-evaluation-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch08-eval-safety/02-benchmarks/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/02-benchmarks/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/02-benchmarks/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/02-benchmarks/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch08-eval-safety/03-agent-security/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/03-agent-security/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/03-agent-security/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/03-agent-security/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch08-eval-safety/04-guardrails/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/04-guardrails/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/04-guardrails/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/04-guardrails/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch08-eval-safety/05-observability/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/05-observability/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/05-observability/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/05-observability/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch09-deployment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch09-deployment/01-deployment-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/01-deployment-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/01-deployment-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/01-deployment-architecture/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch09-deployment/02-runtime-management/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/02-runtime-management/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/02-runtime-management/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/02-runtime-management/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch09-deployment/03-persistence-recovery/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/03-persistence-recovery/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/03-persistence-recovery/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/03-persistence-recovery/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch09-deployment/04-cost-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/04-cost-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/04-cost-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/04-cost-optimization/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch09-deployment/05-production-best-practices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/05-production-best-practices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/05-production-best-practices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/05-production-best-practices/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch10-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch10-projects/01-research-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/01-research-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/01-research-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/01-research-assistant/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch10-projects/02-data-analysis-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/02-data-analysis-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/02-data-analysis-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/02-data-analysis-agent/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch10-projects/03-multi-agent-dev-team/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/></url><url><loc>https://airoads.org/ja/ch09-agent/ch10-projects/04-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/ja/ch09-agent/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/study-guide/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/03-image-processing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch02-classification/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch02-classification/01-data-augmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/01-data-augmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/01-data-augmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/01-data-augmentation/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch02-classification/02-modern-architectures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/02-modern-architectures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/02-modern-architectures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/02-modern-architectures/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch02-classification/03-training-tricks/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/03-training-tricks/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/03-training-tricks/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/03-training-tricks/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch03-detection/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch03-detection/01-detection-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/01-detection-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/01-detection-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/01-detection-overview/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch03-detection/02-classic-detectors/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/02-classic-detectors/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/02-classic-detectors/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/02-classic-detectors/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch03-detection/03-yolo-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/03-yolo-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/03-yolo-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/03-yolo-series/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch03-detection/04-detection-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/04-detection-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/04-detection-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/04-detection-practice/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch05-advanced/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch05-advanced/01-face-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/01-face-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/01-face-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/01-face-detection/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch05-advanced/02-video-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/02-video-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/02-video-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/02-video-analysis/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch05-advanced/03-ocr/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/03-ocr/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/03-ocr/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/03-ocr/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch05-advanced/04-3d-vision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/04-3d-vision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/04-3d-vision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/04-3d-vision/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch06-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch06-projects/01-security-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/01-security-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/01-security-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/01-security-detection/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch06-projects/02-medical-imaging/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/02-medical-imaging/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/02-medical-imaging/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/02-medical-imaging/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/></url><url><loc>https://airoads.org/ja/ch10-computer-vision/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/study-guide/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch01-text-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch01-text-basics/01-nlp-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/01-nlp-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/01-nlp-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/01-nlp-overview/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch01-text-basics/02-text-preprocessing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch01-text-basics/03-text-representation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/03-text-representation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/03-text-representation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/03-text-representation/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch02-embeddings/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch02-embeddings/01-word-embedding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/01-word-embedding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/01-word-embedding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/01-word-embedding/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch02-embeddings/02-contextual-embedding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch02-embeddings/03-language-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/03-language-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/03-language-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/03-language-models/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch03-classification/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch03-classification/01-traditional-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/01-traditional-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/01-traditional-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/01-traditional-methods/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch03-classification/02-deep-learning-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/02-deep-learning-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/02-deep-learning-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/02-deep-learning-methods/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch03-classification/03-classification-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/03-classification-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/03-classification-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/03-classification-practice/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/01-ner-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/03-ner-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch05-seq2seq/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch05-seq2seq/01-encoder-decoder/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch05-seq2seq/03-machine-translation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/03-machine-translation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/03-machine-translation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/03-machine-translation/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch06-pretrained/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch06-pretrained/02-bert/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/02-bert/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/02-bert/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/02-bert/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch06-pretrained/03-gpt-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/03-gpt-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/03-gpt-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/03-gpt-series/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch06-pretrained/04-t5/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/04-t5/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/04-t5/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/04-t5/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch06-pretrained/05-transformers-library/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/05-transformers-library/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/05-transformers-library/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/05-transformers-library/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch07-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch07-projects/01-qa-system/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/01-qa-system/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/01-qa-system/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/01-qa-system/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch07-projects/02-text-summarization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/02-text-summarization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/02-text-summarization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/02-text-summarization/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch07-projects/03-information-extraction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/03-information-extraction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/03-information-extraction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/03-information-extraction/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch07-projects/04-semantic-graphs-amr/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/></url><url><loc>https://airoads.org/ja/ch11-nlp/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/study-guide/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch01-multimodal/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch01-multimodal/01-multimodal-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch01-multimodal/02-vision-language/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/02-vision-language/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/02-vision-language/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/02-vision-language/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch01-multimodal/03-multimodal-apps/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch02-image-gen/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch02-image-gen/01-diffusion-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch02-image-gen/02-stable-diffusion/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch02-image-gen/03-sd-applications/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/03-sd-applications/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/03-sd-applications/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/03-sd-applications/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch02-image-gen/04-sd-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch02-image-gen/05-latest-progress/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/05-latest-progress/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/05-latest-progress/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/05-latest-progress/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch03-video-gen/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch03-video-gen/01-video-generation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/01-video-generation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/01-video-generation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/01-video-generation/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch03-video-gen/02-tts/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/02-tts/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/02-tts/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/02-tts/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch03-video-gen/03-digital-human/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/03-digital-human/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/03-digital-human/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/03-digital-human/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch04-frontier/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch04-frontier/01-frontier-trends/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/01-frontier-trends/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/01-frontier-trends/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/01-frontier-trends/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch04-frontier/02-ai-ethics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/02-ai-ethics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/02-ai-ethics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/02-ai-ethics/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch04-frontier/03-ai-regulations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/03-ai-regulations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/03-ai-regulations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/03-ai-regulations/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch05-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/00-roadmap/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch05-projects/01-creative-platform/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/01-creative-platform/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/01-creative-platform/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/01-creative-platform/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/></url><url><loc>https://airoads.org/ja/ch12-multimodal/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/study-guide/"/></url><url><loc>https://airoads.org/ja/ch13-open-source-llm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/"/></url><url><loc>https://airoads.org/ja/ch13-open-source-llm/compute-routes/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/compute-routes/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/compute-routes/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/compute-routes/"/></url><url><loc>https://airoads.org/ja/ch13-open-source-llm/hands-on-open-llm-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/hands-on-open-llm-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/hands-on-open-llm-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/hands-on-open-llm-lab/"/></url><url><loc>https://airoads.org/ja/ch13-open-source-llm/model-runtime-decision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/model-runtime-decision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/model-runtime-decision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/model-runtime-decision/"/></url><url><loc>https://airoads.org/ja/ch13-open-source-llm/serving-evaluation-runbook/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/serving-evaluation-runbook/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/serving-evaluation-runbook/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/serving-evaluation-runbook/"/></url><url><loc>https://airoads.org/ja/ch13-open-source-llm/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/study-guide/"/></url><url><loc>https://airoads.org/ja/electives/hands-on-elective-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/hands-on-elective-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/hands-on-elective-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/hands-on-elective-workshop/"/></url><url><loc>https://airoads.org/ja/electives/module-a/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/"/></url><url><loc>https://airoads.org/ja/electives/module-a/01-cpp-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/01-cpp-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/01-cpp-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/01-cpp-basics/"/></url><url><loc>https://airoads.org/ja/electives/module-a/02-cpp-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/02-cpp-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/02-cpp-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/02-cpp-advanced/"/></url><url><loc>https://airoads.org/ja/electives/module-a/03-model-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/03-model-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/03-model-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/03-model-optimization/"/></url><url><loc>https://airoads.org/ja/electives/module-a/04-inference-engines/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/04-inference-engines/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/04-inference-engines/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/04-inference-engines/"/></url><url><loc>https://airoads.org/ja/electives/module-a/05-edge-deployment/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/05-edge-deployment/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/05-edge-deployment/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/05-edge-deployment/"/></url><url><loc>https://airoads.org/ja/electives/module-a/06-model-serving/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/06-model-serving/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/06-model-serving/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/06-model-serving/"/></url><url><loc>https://airoads.org/ja/electives/module-a/07-projects/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/07-projects/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/07-projects/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/07-projects/"/></url><url><loc>https://airoads.org/ja/electives/module-b/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/"/></url><url><loc>https://airoads.org/ja/electives/module-b/01-decorators-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/01-decorators-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/01-decorators-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/01-decorators-advanced/"/></url><url><loc>https://airoads.org/ja/electives/module-b/02-iterators-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/02-iterators-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/02-iterators-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/02-iterators-advanced/"/></url><url><loc>https://airoads.org/ja/electives/module-b/03-concurrency/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/03-concurrency/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/03-concurrency/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/03-concurrency/"/></url><url><loc>https://airoads.org/ja/electives/module-b/04-metaprogramming/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/04-metaprogramming/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/04-metaprogramming/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/04-metaprogramming/"/></url><url><loc>https://airoads.org/ja/electives/module-c/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/"/></url><url><loc>https://airoads.org/ja/electives/module-c/01-svm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/01-svm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/01-svm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/01-svm/"/></url><url><loc>https://airoads.org/ja/electives/module-c/02-knn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/02-knn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/02-knn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/02-knn/"/></url><url><loc>https://airoads.org/ja/electives/module-c/03-naive-bayes/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/03-naive-bayes/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/03-naive-bayes/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/03-naive-bayes/"/></url><url><loc>https://airoads.org/ja/electives/module-c/04-lda/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/04-lda/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/04-lda/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/04-lda/"/></url><url><loc>https://airoads.org/ja/electives/module-d/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-d/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-d/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-d/"/></url><url><loc>https://airoads.org/ja/electives/module-e/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-e/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-e/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-e/"/></url><url><loc>https://airoads.org/ja/electives/module-f/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-f/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-f/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-f/"/></url><url><loc>https://airoads.org/ja/intro/ai-fullstack-map/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/ai-fullstack-map/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/ai-fullstack-map/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/ai-fullstack-map/"/></url><url><loc>https://airoads.org/ja/intro/capstone-thread/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/capstone-thread/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/capstone-thread/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/capstone-thread/"/></url><url><loc>https://airoads.org/ja/intro/environment-setup/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/environment-setup/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/environment-setup/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/environment-setup/"/></url><url><loc>https://airoads.org/ja/intro/learning-path/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/learning-path/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/learning-path/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/learning-path/"/></url><url><loc>https://airoads.org/ja/intro/quick-experience/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/quick-experience/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/quick-experience/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/quick-experience/"/></url><url><loc>https://airoads.org/zh-cn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/"/></url><url><loc>https://airoads.org/zh-cn/appendix/ai-milestones/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/ai-milestones/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/ai-milestones/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/ai-milestones/"/></url><url><loc>https://airoads.org/zh-cn/appendix/continuous-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/continuous-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/continuous-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/continuous-learning/"/></url><url><loc>https://airoads.org/zh-cn/appendix/course-numbering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/course-numbering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/course-numbering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/course-numbering/"/></url><url><loc>https://airoads.org/zh-cn/appendix/faq/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/faq/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/faq/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/faq/"/></url><url><loc>https://airoads.org/zh-cn/appendix/hardware/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/hardware/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/hardware/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/hardware/"/></url><url><loc>https://airoads.org/zh-cn/appendix/job-prep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/job-prep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/job-prep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/job-prep/"/></url><url><loc>https://airoads.org/zh-cn/appendix/resource-quick-ref/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/resource-quick-ref/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/resource-quick-ref/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/resource-quick-ref/"/></url><url><loc>https://airoads.org/zh-cn/appendix/resources/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/resources/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/resources/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/resources/"/></url><url><loc>https://airoads.org/zh-cn/appendix/troubleshooting/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/troubleshooting/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/troubleshooting/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/troubleshooting/"/></url><url><loc>https://airoads.org/zh-cn/appendix/visual-enhancement-plan/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/appendix/visual-enhancement-plan/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/appendix/visual-enhancement-plan/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/appendix/visual-enhancement-plan/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch01-terminal/01-why-cli/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/01-why-cli/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/01-why-cli/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/01-why-cli/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch01-terminal/02-basic-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/02-basic-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/02-basic-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/02-basic-operations/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch01-terminal/03-package-managers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch01-terminal/03-package-managers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch01-terminal/03-package-managers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch01-terminal/03-package-managers/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch02-git/01-git-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/01-git-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/01-git-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/01-git-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch02-git/02-core-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/02-core-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/02-core-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/02-core-operations/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch02-git/03-remote-repos/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/03-remote-repos/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/03-remote-repos/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/03-remote-repos/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch02-git/04-branches/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch02-git/04-branches/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch02-git/04-branches/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch02-git/04-branches/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch03-devenv/01-python-env/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/01-python-env/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/01-python-env/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/01-python-env/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch03-devenv/02-vscode/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/02-vscode/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/02-vscode/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/02-vscode/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch03-devenv/03-jupyter/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch03-devenv/03-jupyter/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch03-devenv/03-jupyter/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch03-devenv/03-jupyter/"/></url><url><loc>https://airoads.org/zh-cn/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch01-tools/ch04-workshop/01-hands-on-tools-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch01-basics/01-intro/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/01-intro/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/01-intro/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/01-intro/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch01-basics/02-data-types/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/02-data-types/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/02-data-types/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/02-data-types/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch01-basics/03-operators/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/03-operators/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/03-operators/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/03-operators/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch01-basics/04-io/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/04-io/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/04-io/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/04-io/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch01-basics/05-control-flow/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/05-control-flow/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/05-control-flow/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/05-control-flow/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch01-basics/06-data-structures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/06-data-structures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/06-data-structures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/06-data-structures/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch01-basics/07-functions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/07-functions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/07-functions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/07-functions/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch01-basics/08-modules/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch01-basics/08-modules/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch01-basics/08-modules/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch01-basics/08-modules/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch02-advanced/01-oop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/01-oop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/01-oop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/01-oop/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch02-advanced/02-exceptions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/02-exceptions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/02-exceptions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/02-exceptions/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch02-advanced/03-file-io/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/03-file-io/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/03-file-io/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/03-file-io/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch02-advanced/04-functional/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/04-functional/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/04-functional/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/04-functional/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch02-advanced/05-iterators-generators/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/05-iterators-generators/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/05-iterators-generators/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/05-iterators-generators/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch02-advanced/06-type-hints/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch02-advanced/06-type-hints/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch02-advanced/06-type-hints/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch02-advanced/06-type-hints/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch03-projects/01-todo-cli/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/01-todo-cli/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/01-todo-cli/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/01-todo-cli/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch03-projects/02-web-scraper/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/02-web-scraper/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/02-web-scraper/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/02-web-scraper/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch03-projects/03-web-api/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/03-web-api/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/03-web-api/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/03-web-api/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch03-projects/04-ai-api-experience/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/04-ai-api-experience/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/04-ai-api-experience/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/04-ai-api-experience/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/ch03-projects/05-hands-on-python-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/ch03-projects/05-hands-on-python-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/ch03-projects/05-hands-on-python-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/ch03-projects/05-hands-on-python-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch02-python/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch02-python/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch02-python/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch02-python/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch01-warmup/01-pure-python-data/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch01-warmup/01-pure-python-data/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/01-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/01-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/01-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/01-overview/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/02-array-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/02-array-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/02-array-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/02-array-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/03-indexing-slicing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/03-indexing-slicing/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/04-operations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/04-operations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/04-operations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/04-operations/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/05-reshaping/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/05-reshaping/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/05-reshaping/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/05-reshaping/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/06-linear-algebra/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/06-linear-algebra/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/07-random-stats/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch02-numpy/07-random-stats/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch02-numpy/07-random-stats/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch02-numpy/07-random-stats/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/01-core-structures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/01-core-structures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/01-core-structures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/01-core-structures/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/02-read-write/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/02-read-write/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/02-read-write/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/02-read-write/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/03-selection-filter/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/03-selection-filter/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/03-selection-filter/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/03-selection-filter/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/04-data-cleaning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/04-data-cleaning/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/05-data-transform/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/05-data-transform/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/05-data-transform/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/05-data-transform/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/06-groupby/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/06-groupby/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/06-groupby/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/06-groupby/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/07-merge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/07-merge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/07-merge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/07-merge/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/08-time-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch03-pandas/08-time-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch03-pandas/08-time-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch03-pandas/08-time-series/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/01-matplotlib/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/01-matplotlib/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/01-matplotlib/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/01-matplotlib/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/02-seaborn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/02-seaborn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/02-seaborn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/02-seaborn/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/03-plotly/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/03-plotly/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/03-plotly/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/03-plotly/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/04-best-practices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch04-visualization/04-best-practices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch04-visualization/04-best-practices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch04-visualization/04-best-practices/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/01-relational-db/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/01-relational-db/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/01-relational-db/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/01-relational-db/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/02-sql-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/02-sql-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/02-sql-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/02-sql-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/03-python-db/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/03-python-db/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/03-python-db/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/03-python-db/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/04-db-design/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch05-database/04-db-design/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch05-database/04-db-design/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch05-database/04-db-design/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/01-eda-project/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/01-eda-project/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/01-eda-project/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/01-eda-project/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/02-multi-source-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/02-multi-source-analysis/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/ch06-projects/03-hands-on-data-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch03-data-analysis/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch03-data-analysis/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch03-data-analysis/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch03-data-analysis/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/01-vectors/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/01-vectors/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/01-vectors/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/01-vectors/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/02-matrices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/02-matrices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/02-matrices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/02-matrices/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/03-eigenvalues/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch01-linear-algebra/04-vector-spaces/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/01-probability-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/01-probability-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/01-probability-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/01-probability-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/02-distributions/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/02-distributions/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/02-distributions/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/02-distributions/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/03-statistical-inference/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/03-statistical-inference/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/03-statistical-inference/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/03-statistical-inference/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/04-information-theory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/04-information-theory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/04-information-theory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/04-information-theory/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/05-history-foundations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch02-probability/05-history-foundations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch02-probability/05-history-foundations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch02-probability/05-history-foundations/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/01-derivatives/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/01-derivatives/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/01-derivatives/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/01-derivatives/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/02-partial-derivatives-gradient/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/03-gradient-descent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/03-gradient-descent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/03-gradient-descent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/03-gradient-descent/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/ch03-calculus/04-chain-rule-backprop/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/hands-on-math-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/hands-on-math-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/hands-on-math-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/hands-on-math-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch04-ai-math/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch04-ai-math/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch04-ai-math/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch04-ai-math/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/01-what-is-ml/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/02-sklearn-intro/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/03-math-to-ml-bridge/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/04-history-breakthroughs/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch01-ml-basics/05-sklearn-matplotlib-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/01-linear-regression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/01-linear-regression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/01-linear-regression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/01-linear-regression/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/02-logistic-regression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/02-logistic-regression/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/03-decision-trees/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/03-decision-trees/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/03-decision-trees/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/03-decision-trees/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/04-ensemble-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/04-ensemble-learning/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/05-svm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch02-supervised/05-svm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch02-supervised/05-svm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch02-supervised/05-svm/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/01-clustering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/01-clustering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/01-clustering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/01-clustering/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/02-dimensionality-reduction/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch03-unsupervised/03-anomaly-detection/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/01-metrics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/01-metrics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/01-metrics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/01-metrics/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/02-cross-validation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/02-cross-validation/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/03-bias-variance/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/03-bias-variance/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch04-evaluation/04-hyperparameter-tuning/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/01-feature-understanding/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/02-preprocessing/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/03-feature-construction/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/04-feature-selection/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/05-pipeline/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch05-feature-engineering/05-pipeline/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/01-house-price/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/01-house-price/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/01-house-price/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/01-house-price/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/02-customer-churn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/02-customer-churn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/02-customer-churn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/02-customer-churn/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/03-user-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/03-user-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/03-user-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/03-user-segmentation/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/04-kaggle/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/04-kaggle/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/04-kaggle/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/04-kaggle/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/ch06-projects/05-hands-on-ml-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch05-machine-learning/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch05-machine-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch05-machine-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch05-machine-learning/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/00-ml-to-dl-bridge/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/01-neurons-activation/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/02-forward-backward/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/02-forward-backward/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/03-optimizers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/03-optimizers/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/04-regularization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/04-regularization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/04-regularization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/04-regularization/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/05-weight-init/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/05-weight-init/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch01-nn-basics/06-history-breakthroughs/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/00-sklearn-to-pytorch-bridge/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/01-pytorch-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/02-autograd/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/02-autograd/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/02-autograd/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/02-autograd/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/03-nn-module/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/03-nn-module/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/03-nn-module/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/03-nn-module/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/04-data-loading/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/04-data-loading/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/04-data-loading/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/04-data-loading/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/05-training-loop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/05-training-loop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/05-training-loop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/05-training-loop/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/06-practical-tips/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/06-practical-tips/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch02-pytorch/07-pytorch-matplotlib-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/01-convolution-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/01-convolution-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/02-cnn-structure/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/02-cnn-structure/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/03-classic-architectures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/03-classic-architectures/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/04-transfer-learning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/04-transfer-learning/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/05-image-classification-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch03-cnn/05-image-classification-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/01-rnn-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/01-rnn-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/02-lstm-gru/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/02-lstm-gru/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/03-sequence-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch04-rnn/03-sequence-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/01-attention-mechanism/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/01-attention-mechanism/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/02-transformer-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch05-transformer/02-transformer-architecture/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/01-gan/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/01-gan/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/01-gan/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/01-gan/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/02-vae/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch06-generative/02-vae/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch06-generative/02-vae/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch06-generative/02-vae/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/01-hyperparameter-tuning/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/02-training-diagnosis/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/03-model-compression/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch07-training-tips/03-model-compression/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch07-training-tips/03-model-compression/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch07-training-tips/03-model-compression/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/01-image-classification/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/01-image-classification/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/01-image-classification/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/01-image-classification/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/02-sentiment-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/02-sentiment-analysis/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/03-generative-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/03-generative-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/03-generative-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/03-generative-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/ch08-projects/04-hands-on-dl-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch06-deep-learning/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch06-deep-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch06-deep-learning/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch06-deep-learning/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/01-tokenizer/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/02-embeddings/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/02-embeddings/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/03-pretrained-models/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/04-huggingface-quickstart/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch01-nlp-crash/05-tokenizer-embedding-lab/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/01-development-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/01-development-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/01-development-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/01-development-history/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/02-core-concepts/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/02-core-concepts/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/03-industry-landscape/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch02-llm-overview/04-llm-call-workbench/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/01-architecture-review/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/02-model-variants/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/02-model-variants/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/02-modern-decoder-block/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/03-efficient-attention/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch03-transformer-deep/04-scale-computation/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/01-pretraining-data/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/01-pretraining-data/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/02-pretraining-methods/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/03-pretraining-engineering/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch04-pretraining/04-rent-gpu-gpt2-lab/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/01-prompt-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/01-prompt-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/02-advanced-prompting/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/02-advanced-prompting/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/03-structured-output/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/03-structured-output/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/03-structured-output/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/03-structured-output/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/04-prompt-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/04-prompt-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch05-prompt/05-prompt-evaluation-lab/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/01-finetuning-overview/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/02-lora-qlora/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/02-lora-qlora/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/03-other-peft/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/03-other-peft/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/03-other-peft/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/03-other-peft/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/04-finetuning-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/05-data-labeling/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch06-finetuning/05-data-labeling/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/01-alignment-problem/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/01-alignment-problem/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/02-rlhf/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/02-rlhf/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/02-rlhf/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/02-rlhf/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/03-alternative-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/03-alternative-methods/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch07-alignment/04-safety-evaluation-lab/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/01-domain-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/01-domain-finetuning/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/02-deliverables-kit/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/02-deliverables-kit/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/ch08-projects/03-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch07-llm-principles/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch07-llm-principles/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch07-llm-principles/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch07-llm-principles/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch01-rag/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch01-rag/01-rag-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/01-rag-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/01-rag-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/01-rag-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch01-rag/02-document-processing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/02-document-processing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/02-document-processing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/02-document-processing/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch01-rag/03-vector-databases/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/03-vector-databases/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/03-vector-databases/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/03-vector-databases/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch01-rag/04-retrieval-strategies/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/04-retrieval-strategies/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/04-retrieval-strategies/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/04-retrieval-strategies/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch01-rag/05-rag-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/05-rag-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/05-rag-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/05-rag-optimization/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch01-rag/06-advanced-rag/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/06-advanced-rag/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/06-advanced-rag/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/06-advanced-rag/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch01-rag/07-rag-evaluation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch01-rag/07-rag-evaluation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch01-rag/07-rag-evaluation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch01-rag/07-rag-evaluation/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch02-deployment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch02-deployment/01-local-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/01-local-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/01-local-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/01-local-models/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch02-deployment/02-inference-servers/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/02-inference-servers/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/02-inference-servers/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/02-inference-servers/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch02-deployment/03-unified-api/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch02-deployment/03-unified-api/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch02-deployment/03-unified-api/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch02-deployment/03-unified-api/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/01-llm-api-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/01-llm-api-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/01-llm-api-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/01-llm-api-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/02-langchain-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/02-langchain-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/02-langchain-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/02-langchain-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/03-function-calling/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/03-function-calling/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/03-function-calling/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/03-function-calling/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/04-huggingface-deep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/04-huggingface-deep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/04-huggingface-deep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/04-huggingface-deep/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/05-dialog-system/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/05-dialog-system/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/05-dialog-system/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/05-dialog-system/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/06-ai-assisted-coding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/06-ai-assisted-coding/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/07-document-parsing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/07-document-parsing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/07-document-parsing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/07-document-parsing/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/08-template-doc-generation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch03-app-dev/08-template-doc-generation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch03-app-dev/08-template-doc-generation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch03-app-dev/08-template-doc-generation/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch04-engineering/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch04-engineering/01-async-programming/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/01-async-programming/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/01-async-programming/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/01-async-programming/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch04-engineering/02-api-design/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/02-api-design/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/02-api-design/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/02-api-design/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch04-engineering/03-logging-monitoring/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/03-logging-monitoring/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/03-logging-monitoring/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/03-logging-monitoring/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch04-engineering/04-docker-deployment/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch04-engineering/04-docker-deployment/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch04-engineering/04-docker-deployment/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch04-engineering/04-docker-deployment/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch05-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch05-projects/01-enterprise-kb/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/01-enterprise-kb/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/01-enterprise-kb/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/01-enterprise-kb/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch05-projects/02-domain-rag-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/02-domain-rag-finetuning/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch05-projects/03-intelligent-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/03-intelligent-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/03-intelligent-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/03-intelligent-assistant/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch05-projects/04-courseware-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/04-courseware-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/04-courseware-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/04-courseware-assistant/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/ch05-projects/05-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/ch05-projects/05-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch08-rag/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch08-rag/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch08-rag/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch08-rag/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/01-what-is-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/01-what-is-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/01-what-is-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/01-what-is-agent/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/02-development-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/02-development-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/02-development-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/02-development-history/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/03-capability-levels/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/03-capability-levels/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/03-capability-levels/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/03-capability-levels/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/04-system-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/04-system-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/04-system-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/04-system-architecture/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch01-agent-basics/05-rl-to-agent-breakthroughs/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/01-llm-reasoning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/01-llm-reasoning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/01-llm-reasoning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/01-llm-reasoning/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/02-chain-reasoning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/02-chain-reasoning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/02-chain-reasoning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/02-chain-reasoning/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/03-react/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/03-react/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/03-react/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/03-react/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/04-plan-and-execute/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/04-plan-and-execute/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/04-plan-and-execute/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/04-plan-and-execute/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/05-advanced-planning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/05-advanced-planning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/05-advanced-planning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/05-advanced-planning/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/06-reasoning-evaluation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch02-reasoning/06-reasoning-evaluation/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/01-function-calling-deep/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/01-function-calling-deep/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/01-function-calling-deep/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/01-function-calling-deep/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/02-tool-description/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/02-tool-description/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/02-tool-description/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/02-tool-description/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/03-tool-strategies/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/03-tool-strategies/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/03-tool-strategies/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/03-tool-strategies/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/04-common-tools/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/04-common-tools/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/04-common-tools/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/04-common-tools/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/05-tool-safety/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/05-tool-safety/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/05-tool-safety/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/05-tool-safety/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/06-advanced-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/06-advanced-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/06-advanced-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/06-advanced-patterns/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/07-code-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/07-code-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/07-code-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/07-code-agent/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch03-tools/08-multi-tool-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch03-tools/08-multi-tool-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch03-tools/08-multi-tool-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch03-tools/08-multi-tool-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch04-memory/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch04-memory/01-memory-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/01-memory-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/01-memory-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/01-memory-overview/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch04-memory/02-short-term-memory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/02-short-term-memory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/02-short-term-memory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/02-short-term-memory/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch04-memory/03-long-term-memory/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/03-long-term-memory/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/03-long-term-memory/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/03-long-term-memory/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch04-memory/04-episodic-procedural/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/04-episodic-procedural/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/04-episodic-procedural/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/04-episodic-procedural/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch04-memory/05-memory-engineering/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/05-memory-engineering/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/05-memory-engineering/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/05-memory-engineering/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch04-memory/06-memory-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch04-memory/06-memory-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch04-memory/06-memory-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch04-memory/06-memory-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch05-mcp/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch05-mcp/01-mcp-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/01-mcp-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/01-mcp-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/01-mcp-overview/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch05-mcp/02-mcp-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/02-mcp-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/02-mcp-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/02-mcp-architecture/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch05-mcp/03-mcp-server-dev/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/03-mcp-server-dev/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/03-mcp-server-dev/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/03-mcp-server-dev/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch05-mcp/04-mcp-client-integration/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/04-mcp-client-integration/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/04-mcp-client-integration/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/04-mcp-client-integration/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch05-mcp/05-mcp-ecosystem/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch05-mcp/05-mcp-ecosystem/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/01-framework-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/01-framework-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/01-framework-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/01-framework-overview/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/02-langchain-langgraph/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/02-langchain-langgraph/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/03-llamaindex/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/03-llamaindex/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/03-llamaindex/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/03-llamaindex/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/04-crewai/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/04-crewai/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/04-crewai/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/04-crewai/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/05-autogen/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/05-autogen/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/05-autogen/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/05-autogen/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/06-openai-agents-sdk/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/06-openai-agents-sdk/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/07-low-code-platforms/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/07-low-code-platforms/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/07-low-code-platforms/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/07-low-code-platforms/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/08-framework-selection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch06-frameworks/08-framework-selection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch06-frameworks/08-framework-selection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch06-frameworks/08-framework-selection/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/01-architecture-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/01-architecture-patterns/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/02-communication/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/02-communication/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/02-communication/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/02-communication/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/03-task-coordination/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/03-task-coordination/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/03-task-coordination/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/03-task-coordination/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/04-practice-patterns/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/04-practice-patterns/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/04-practice-patterns/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/04-practice-patterns/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/05-challenges/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/05-challenges/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/05-challenges/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/05-challenges/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/06-multi-agent-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch07-multi-agent/06-multi-agent-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/01-evaluation-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/01-evaluation-methods/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/02-benchmarks/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/02-benchmarks/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/02-benchmarks/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/02-benchmarks/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/03-agent-security/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/03-agent-security/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/03-agent-security/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/03-agent-security/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/04-guardrails/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/04-guardrails/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/04-guardrails/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/04-guardrails/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/05-observability/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch08-eval-safety/05-observability/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch08-eval-safety/05-observability/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch08-eval-safety/05-observability/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch09-deployment/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch09-deployment/01-deployment-architecture/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/01-deployment-architecture/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/01-deployment-architecture/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/01-deployment-architecture/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch09-deployment/02-runtime-management/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/02-runtime-management/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/02-runtime-management/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/02-runtime-management/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch09-deployment/03-persistence-recovery/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/03-persistence-recovery/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/03-persistence-recovery/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/03-persistence-recovery/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch09-deployment/04-cost-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/04-cost-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/04-cost-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/04-cost-optimization/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch09-deployment/05-production-best-practices/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch09-deployment/05-production-best-practices/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch09-deployment/05-production-best-practices/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch09-deployment/05-production-best-practices/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch10-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch10-projects/01-research-assistant/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/01-research-assistant/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/01-research-assistant/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/01-research-assistant/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch10-projects/02-data-analysis-agent/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/02-data-analysis-agent/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/02-data-analysis-agent/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/02-data-analysis-agent/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch10-projects/03-multi-agent-dev-team/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/03-multi-agent-dev-team/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/ch10-projects/04-stage-hands-on-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/ch10-projects/04-stage-hands-on-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch09-agent/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch09-agent/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch09-agent/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch09-agent/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/01-image-fundamentals/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/02-opencv-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/03-image-processing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch01-cv-basics/03-image-processing/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/01-data-augmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/01-data-augmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/01-data-augmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/01-data-augmentation/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/02-modern-architectures/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/02-modern-architectures/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/02-modern-architectures/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/02-modern-architectures/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/03-training-tricks/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch02-classification/03-training-tricks/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch02-classification/03-training-tricks/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch02-classification/03-training-tricks/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/01-detection-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/01-detection-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/01-detection-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/01-detection-overview/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/02-classic-detectors/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/02-classic-detectors/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/02-classic-detectors/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/02-classic-detectors/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/03-yolo-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/03-yolo-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/03-yolo-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/03-yolo-series/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/04-detection-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch03-detection/04-detection-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch03-detection/04-detection-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch03-detection/04-detection-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/01-semantic-segmentation/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/02-instance-segmentation/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch04-segmentation/03-segmentation-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/01-face-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/01-face-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/01-face-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/01-face-detection/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/02-video-analysis/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/02-video-analysis/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/02-video-analysis/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/02-video-analysis/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/03-ocr/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/03-ocr/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/03-ocr/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/03-ocr/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/04-3d-vision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch05-advanced/04-3d-vision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch05-advanced/04-3d-vision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch05-advanced/04-3d-vision/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/01-security-detection/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/01-security-detection/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/01-security-detection/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/01-security-detection/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/02-medical-imaging/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/02-medical-imaging/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/02-medical-imaging/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/02-medical-imaging/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/ch06-projects/03-hands-on-vision-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch10-computer-vision/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch10-computer-vision/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch10-computer-vision/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch10-computer-vision/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/01-nlp-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/01-nlp-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/01-nlp-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/01-nlp-overview/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/02-text-preprocessing/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/02-text-preprocessing/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/03-text-representation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch01-text-basics/03-text-representation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch01-text-basics/03-text-representation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch01-text-basics/03-text-representation/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/01-word-embedding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/01-word-embedding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/01-word-embedding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/01-word-embedding/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/02-contextual-embedding/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/02-contextual-embedding/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/03-language-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch02-embeddings/03-language-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch02-embeddings/03-language-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch02-embeddings/03-language-models/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch03-classification/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch03-classification/01-traditional-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/01-traditional-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/01-traditional-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/01-traditional-methods/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch03-classification/02-deep-learning-methods/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/02-deep-learning-methods/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/02-deep-learning-methods/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/02-deep-learning-methods/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch03-classification/03-classification-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch03-classification/03-classification-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch03-classification/03-classification-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch03-classification/03-classification-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/01-ner-overview/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/01-ner-overview/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/02-bilstm-crf/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/03-ner-practice/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/03-ner-practice/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch04-sequence-labeling/04-hmm-crf-history/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/01-encoder-decoder/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/01-encoder-decoder/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/02-attention-in-nlp/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/03-machine-translation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/03-machine-translation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/03-machine-translation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/03-machine-translation/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch05-seq2seq/04-ctc-deep-speech/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/01-pretrain-paradigm/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/02-bert/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/02-bert/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/02-bert/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/02-bert/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/03-gpt-series/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/03-gpt-series/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/03-gpt-series/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/03-gpt-series/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/04-t5/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/04-t5/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/04-t5/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/04-t5/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/05-transformers-library/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch06-pretrained/05-transformers-library/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch06-pretrained/05-transformers-library/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch06-pretrained/05-transformers-library/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch07-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch07-projects/01-qa-system/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/01-qa-system/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/01-qa-system/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/01-qa-system/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch07-projects/02-text-summarization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/02-text-summarization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/02-text-summarization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/02-text-summarization/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch07-projects/03-information-extraction/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/03-information-extraction/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/03-information-extraction/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/03-information-extraction/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch07-projects/04-semantic-graphs-amr/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/04-semantic-graphs-amr/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/ch07-projects/05-hands-on-nlp-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch11-nlp/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch11-nlp/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch11-nlp/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch11-nlp/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/01-multimodal-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/01-multimodal-basics/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/02-vision-language/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/02-vision-language/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/02-vision-language/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/02-vision-language/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/03-multimodal-apps/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch01-multimodal/03-multimodal-apps/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/01-diffusion-models/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/01-diffusion-models/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/02-stable-diffusion/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/02-stable-diffusion/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/03-sd-applications/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/03-sd-applications/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/03-sd-applications/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/03-sd-applications/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/04-sd-finetuning/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/04-sd-finetuning/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/05-latest-progress/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch02-image-gen/05-latest-progress/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch02-image-gen/05-latest-progress/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch02-image-gen/05-latest-progress/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/01-video-generation/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/01-video-generation/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/01-video-generation/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/01-video-generation/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/02-tts/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/02-tts/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/02-tts/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/02-tts/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/03-digital-human/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch03-video-gen/03-digital-human/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch03-video-gen/03-digital-human/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch03-video-gen/03-digital-human/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/01-frontier-trends/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/01-frontier-trends/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/01-frontier-trends/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/01-frontier-trends/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/02-ai-ethics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/02-ai-ethics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/02-ai-ethics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/02-ai-ethics/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/03-ai-regulations/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch04-frontier/03-ai-regulations/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch04-frontier/03-ai-regulations/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch04-frontier/03-ai-regulations/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/00-roadmap/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/00-roadmap/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/00-roadmap/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/01-creative-platform/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/01-creative-platform/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/01-creative-platform/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/01-creative-platform/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/ch05-projects/02-hands-on-multimodal-workshop/"/></url><url><loc>https://airoads.org/zh-cn/ch12-multimodal/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch12-multimodal/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch12-multimodal/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch12-multimodal/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/ch13-open-source-llm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/"/></url><url><loc>https://airoads.org/zh-cn/ch13-open-source-llm/compute-routes/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/compute-routes/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/compute-routes/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/compute-routes/"/></url><url><loc>https://airoads.org/zh-cn/ch13-open-source-llm/hands-on-open-llm-lab/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/hands-on-open-llm-lab/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/hands-on-open-llm-lab/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/hands-on-open-llm-lab/"/></url><url><loc>https://airoads.org/zh-cn/ch13-open-source-llm/model-runtime-decision/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/model-runtime-decision/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/model-runtime-decision/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/model-runtime-decision/"/></url><url><loc>https://airoads.org/zh-cn/ch13-open-source-llm/serving-evaluation-runbook/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/serving-evaluation-runbook/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/serving-evaluation-runbook/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/serving-evaluation-runbook/"/></url><url><loc>https://airoads.org/zh-cn/ch13-open-source-llm/study-guide/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/ch13-open-source-llm/study-guide/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/ch13-open-source-llm/study-guide/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/ch13-open-source-llm/study-guide/"/></url><url><loc>https://airoads.org/zh-cn/electives/hands-on-elective-workshop/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/hands-on-elective-workshop/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/hands-on-elective-workshop/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/hands-on-elective-workshop/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-a/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-a/01-cpp-basics/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/01-cpp-basics/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/01-cpp-basics/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/01-cpp-basics/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-a/02-cpp-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/02-cpp-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/02-cpp-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/02-cpp-advanced/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-a/03-model-optimization/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/03-model-optimization/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/03-model-optimization/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/03-model-optimization/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-a/04-inference-engines/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/04-inference-engines/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/04-inference-engines/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/04-inference-engines/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-a/05-edge-deployment/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/05-edge-deployment/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/05-edge-deployment/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/05-edge-deployment/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-a/06-model-serving/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/06-model-serving/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/06-model-serving/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/06-model-serving/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-a/07-projects/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-a/07-projects/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-a/07-projects/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-a/07-projects/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-b/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-b/01-decorators-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/01-decorators-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/01-decorators-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/01-decorators-advanced/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-b/02-iterators-advanced/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/02-iterators-advanced/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/02-iterators-advanced/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/02-iterators-advanced/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-b/03-concurrency/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/03-concurrency/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/03-concurrency/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/03-concurrency/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-b/04-metaprogramming/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-b/04-metaprogramming/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-b/04-metaprogramming/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-b/04-metaprogramming/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-c/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-c/01-svm/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/01-svm/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/01-svm/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/01-svm/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-c/02-knn/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/02-knn/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/02-knn/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/02-knn/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-c/03-naive-bayes/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/03-naive-bayes/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/03-naive-bayes/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/03-naive-bayes/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-c/04-lda/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-c/04-lda/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-c/04-lda/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-c/04-lda/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-d/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-d/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-d/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-d/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-e/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-e/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-e/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-e/"/></url><url><loc>https://airoads.org/zh-cn/electives/module-f/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/electives/module-f/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/electives/module-f/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/electives/module-f/"/></url><url><loc>https://airoads.org/zh-cn/intro/ai-fullstack-map/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/ai-fullstack-map/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/ai-fullstack-map/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/ai-fullstack-map/"/></url><url><loc>https://airoads.org/zh-cn/intro/capstone-thread/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/capstone-thread/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/capstone-thread/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/capstone-thread/"/></url><url><loc>https://airoads.org/zh-cn/intro/environment-setup/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/environment-setup/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/environment-setup/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/environment-setup/"/></url><url><loc>https://airoads.org/zh-cn/intro/learning-path/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/learning-path/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/learning-path/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/learning-path/"/></url><url><loc>https://airoads.org/zh-cn/intro/quick-experience/</loc><xhtml:link rel="alternate" hreflang="en-US" href="https://airoads.org/intro/quick-experience/"/><xhtml:link rel="alternate" hreflang="ja-JP" href="https://airoads.org/ja/intro/quick-experience/"/><xhtml:link rel="alternate" hreflang="zh-CN" href="https://airoads.org/zh-cn/intro/quick-experience/"/></url></urlset>