Microsoft Open SourceIntroduction to Machine Learning for Beginners
Microsoft GitHub Pages 提供了丰富的初学者教程和多语言支持，涵盖机器学习、生成式人工智能、数据科学、网络开发、物联网等多个方向，并配套视频讲解、课程资料和互动社区资源，方便学习者系统入门与实践。
主要功能列表（按重大程度排序，最多6条）
GitHub Copilot 教程与配套实践
视频讲解、PDF、离线访问及互动测验
生成式 AI、Web 开发、IoT、XR 等其他课程
Microsoft Learn 集成资源与社区讨论
多语言支持与翻译资源
Machine Learning / AI / Data Science 初学者课程
| 栏目 | 内容 |
|---|---|
| 课程与教程 | Machine Learning for Beginners, AI for Beginners, Data Science for Beginners, Cybersecurity for Beginners, Web Dev for Beginners, IoT for Beginners, XR Development for Beginners, Mastering GitHub Copilot for Paired Programming, Mastering GitHub Copilot for C#/.NET Developers, Choose Your Own Copilot Adventure, Generative AI for Beginners, Generative AI for Beginners .NET, Generative AI with JavaScript, Generative AI with Java |
| 工具与平台 | Supported via GitHub Action (Automated & Always Up-to-Date), Docsify, Install Docsify |
| 课程结构 | Introduction, Lesson, Regression, Python, R, Web App, Classification, Clustering, Natural language processing, Time series, Reinforcement learning, ML in the Wild |
| 多语言支持 | French, Spanish, German, Russian, Arabic, Persian (Farsi), Urdu, Chinese (Simplified), Chinese (Traditional, Macau), Chinese (Traditional, Hong Kong), Chinese (Traditional, Taiwan), Japanese, Korean, Hindi, Bengali, Marathi, Nepali, Punjabi (Gurmukhi), Portuguese (Portugal), Portuguese (Brazil), Italian, Polish, Turkish, Greek, Thai, Swedish, Danish, Norwegian, Finnish, Dutch, Hebrew, Vietnamese, Indonesian, Malay, Tagalog (Filipino), Swahili, Hungarian, Czech, Slovak, Romanian, Bulgarian, Serbian (Cyrillic), Croatian, Slovenian, Ukrainian, Burmese (Myanmar) |
| 社区与支持 | Join the Community, Students, Discussion Board, Microsoft Learn, Included some suggestions, ML for Beginners playlist on the Microsoft Developer YouTube channel, Mohit Jaisal, Code of Conduct, Contributing, Translation |
| 学习资源 | Video walkthroughs, PDFs, Offline access, Pre-lecture warmup quiz, Post-lecture quiz, Quiz App folder |
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