@XAMTO_AI: 微软官方出品的免费课程(generative-ai-for-beginners),21课把生成式AI的核心内容全捋了一遍。 Prompt工程、文本生成、聊天应用、图像生成、RAG、向量数据库、AI Agents、微调,从基础到落地都覆盖了…

X AI KOLs Timeline 工具

摘要

推荐微软官方出品的免费开源课程《generative-ai-for-beginners》,共21课覆盖生成式AI核心主题,支持多语言,GitHub已超10万星。

微软官方出品的免费课程(generative-ai-for-beginners),21课把生成式AI的核心内容全捋了一遍。 Prompt工程、文本生成、聊天应用、图像生成、RAG、向量数据库、AI Agents、微调,从基础到落地都覆盖了。 Python和TypeScript双语言实战代码,微软Cloud Advocates亲自打造,零基础也能跟得上。 多语言支持,完全开源免费,GitHub上已超10万+。 https://github.com/microsoft/generative-ai-for-beginners…
查看原文
查看缓存全文

缓存时间: 2026/08/07 16:54

微软官方出品的免费课程(generative-ai-for-beginners),21课把生成式AI的核心内容全捋了一遍。

Prompt工程、文本生成、聊天应用、图像生成、RAG、向量数据库、AI Agents、微调,从基础到落地都覆盖了。

Python和TypeScript双语言实战代码,微软Cloud Advocates亲自打造,零基础也能跟得上。

多语言支持,完全开源免费,GitHub上已超10万+。

https://github.com/microsoft/generative-ai-for-beginners…


microsoft/generative-ai-for-beginners

Source: https://github.com/microsoft/generative-ai-for-beginners

Generative AI For Beginners

21 Lessons teaching everything you need to know to start building Generative AI applications

GitHub license GitHub contributors GitHub issues GitHub pull-requests PRs Welcome

GitHub watchers GitHub forks GitHub stars

Microsoft Foundry Discord

🌐 Multi-Language Support

Supported via GitHub Action (Automated & Always Up-to-Date)

Arabic | Bengali | Bulgarian | Burmese (Myanmar) | Chinese (Simplified) | Chinese (Traditional, Hong Kong) | Chinese (Traditional, Macau) | Chinese (Traditional, Taiwan) | Croatian | Czech | Danish | Dutch | Estonian | Finnish | French | German | Greek | Hebrew | Hindi | Hungarian | Indonesian | Italian | Japanese | Kannada | Khmer | Korean | Lithuanian | Malay | Malayalam | Marathi | Nepali | Nigerian Pidgin | Norwegian | Persian (Farsi) | Polish | Portuguese (Brazil) | Portuguese (Portugal) | Punjabi (Gurmukhi) | Romanian | Russian | Serbian (Cyrillic) | Slovak | Slovenian | Spanish | Swahili | Swedish | Tagalog (Filipino) | Tamil | Telugu | Thai | Turkish | Ukrainian | Urdu | Vietnamese

Prefer to Clone Locally?

This repository includes 50+ language translations which significantly increases the download size. To clone without translations, use sparse checkout:

Bash / macOS / Linux:

git clone --filter=blob:none --sparse https://github.com/microsoft/generative-ai-for-beginners.git
cd generative-ai-for-beginners
git sparse-checkout set --no-cone '/*' '!translations' '!translated_images'

CMD (Windows):

git clone --filter=blob:none --sparse https://github.com/microsoft/generative-ai-for-beginners.git
cd generative-ai-for-beginners
git sparse-checkout set --no-cone "/*" "!translations" "!translated_images"

This gives you everything you need to complete the course with a much faster download.

Generative AI for Beginners (Version 3) - A Course

Learn the fundamentals of building Generative AI applications with our 21-lesson comprehensive course by Microsoft Cloud Advocates.

🌱 Getting Started

This course has 21 lessons. Each lesson covers its own topic so start wherever you like!

Lessons are labeled either “Learn” lessons explaining a Generative AI concept or “Build” lessons that explain a concept and code examples in both Python and TypeScript when possible.

For .NET Developers checkout Generative AI for Beginners (.NET Edition)!

Each lesson also includes a “Keep Learning” section with additional learning tools.

What You Need

To run the code of this course, you can use either:

  • Azure OpenAI Service - Lessons: “aoai-assignment”

  • Microsoft Foundry Models - Lessons: “githubmodels” (GitHub Models is retiring at the end of July 2026 - use Microsoft Foundry Models instead)

  • OpenAI API - Lessons: “oai-assignment”

  • Foundry Local - Run models fully offline on your own device, no cloud subscription required

  • Basic knowledge of Python or TypeScript is helpful - *For absolute beginners check out these Python and TypeScript courses

  • A GitHub account to fork this entire repo to your own GitHub account

We have created a Course Setup lesson to help you with setting up your development environment.

Don’t forget to star (🌟) this repo to find it easier later.

🧠 Ready to Deploy?

If you are looking for more advanced code samples, check out our collection of Generative AI Code Samples in both Python and TypeScript.

🗣️ Meet Other Learners, Get Support

Join our official Microsoft Foundry Discord server to meet and network with other learners taking this course and get support.

Ask questions or share product feedback in our Microsoft Foundry Developer Forum on Github.

🚀 Building a Startup?

Visit Microsoft for Startups to find out how to get started building with Azure credits today.

🙏 Want to help?

Do you have suggestions or found spelling or code errors? Raise an issue or Create a pull request

📂 Each lesson includes:

  • A short video introduction to the topic
  • A written lesson located in the README
  • Python and TypeScript code samples supporting Azure OpenAI and OpenAI API
  • Links to extra resources to continue your learning

🗃️ Lessons

#Lesson LinkDescriptionVideoExtra Learning
00Course SetupLearn: How to Setup Your Development EnvironmentVideo Coming SoonLearn More
01Introduction to Generative AI and LLMsLearn: Understanding what Generative AI is and how Large Language Models (LLMs) work.VideoLearn More
02Exploring and comparing different LLMsLearn: How to select the right model for your use caseVideoLearn More
03Using Generative AI ResponsiblyLearn: How to build Generative AI Applications responsiblyVideoLearn More
04Understanding Prompt Engineering FundamentalsLearn: Hands-on Prompt Engineering Best PracticesVideoLearn More
05Creating Advanced PromptsLearn: How to apply prompt engineering techniques that improve the outcome of your prompts.VideoLearn More
06Building Text Generation ApplicationsBuild: A text generation app using Azure OpenAI / OpenAI APIVideoLearn More
07Building Chat ApplicationsBuild: Techniques for efficiently building and integrating chat applications.VideoLearn More
08Building Search Apps Vector DatabasesBuild: A search application that uses Embeddings to search for data.VideoLearn More
09Building Image Generation ApplicationsBuild: An image generation applicationVideoLearn More
10Building Low Code AI ApplicationsBuild: A Generative AI application using Low Code toolsVideoLearn More
11Integrating External Applications with Function CallingBuild: What is function calling and its use cases for applicationsVideoLearn More
12Designing UX for AI ApplicationsLearn: How to apply UX design principles when developing Generative AI ApplicationsVideoLearn More
13Securing Your Generative AI ApplicationsLearn: The threats and risks to AI systems and methods to secure these systems.VideoLearn More
14The Generative AI Application LifecycleLearn: The tools and metrics to manage the LLM Lifecycle and LLMOpsVideoLearn More
15Retrieval Augmented Generation (RAG) and Vector DatabasesBuild: An application using a RAG Framework to retrieve embeddings from a Vector DatabasesVideoLearn More
16Open Source Models and Hugging FaceBuild: An application using open source models available on Hugging FaceVideoLearn More
17AI AgentsBuild: An application using an AI Agent FrameworkVideoLearn More
18Fine-Tuning LLMsLearn: The what, why and how of fine-tuning LLMsVideoLearn More
19Building with SLMsLearn: The benefits of building with Small Language ModelsVideo Coming SoonLearn More
20Building with Mistral ModelsLearn: The features and differences of the Mistral Family ModelsVideo Coming SoonLearn More
21Building with Meta ModelsLearn: The features and differences of the Meta Family ModelsVideo Coming SoonLearn More

🌟 Special thanks

Special thanks to John Aziz for creating all of the GitHub Actions and workflows

Bernhard Merkle for making key contributions to each lesson to improve the learner and code experience.

🎒 Other Courses

Our team produces other courses! Check out:

LangChain

LangChain4j for Beginners LangChain.js for Beginners LangChain for Beginners

Azure / Edge / MCP / Agents

AZD for Beginners Edge AI for Beginners MCP for Beginners AI Agents for Beginners


Generative AI Series

Generative AI for Beginners Generative AI (.NET) Generative AI (Java) Generative AI (JavaScript)


Core Learning

ML for Beginners Data Science for Beginners AI for Beginners Cybersecurity for Beginners Web Dev for Beginners IoT for Beginners XR Development for Beginners


Copilot Series

Copilot for AI Paired Programming Copilot for C#/.NET Copilot Adventure

Getting Help

If you get stuck or have any questions about building AI apps. Join fellow learners and experienced developers in discussions about MCP. It’s a supportive community where questions are welcome and knowledge is shared freely.

Microsoft Foundry Discord

If you have product feedback or errors while building visit:

Microsoft Foundry Developer Forum

相似文章

@XAMTO_AI: 网上AI Agent的课程一抓一大把,但大多要么太理论,要么照着文档念,看完还是一脸懵。 微软官方出了一套免费的《AI Agents for Beginners》,从零开始,带你完整过一遍构建过程。 A哥看到目前已扩展到18节课,覆盖基础…

X AI KOLs Timeline

微软官方免费课程《AI Agents for Beginners》已扩展到18节课,覆盖AI Agent构建的基础概念到生产部署,配有文字教程、视频和可运行的Jupyter Notebook代码示例。

microsoft/generative-ai-for-beginners

GitHub Trending (daily)

Microsoft's open-source GitHub repository offers 21 lessons covering everything needed to start building Generative AI applications, with multi-language support.

microsoft/ai-agents-for-beginners

GitHub Trending (daily)

微软在GitHub上发布了一门面向初学者的开源课程,涵盖构建AI智能体所需的全部内容,并提供50多种语言翻译。

microsoft/AI-For-Beginners

GitHub Trending (daily)

微软的 AI for Beginners 是一个为期12周、24节课的开源课程,涵盖AI基础知识、TensorFlow、PyTorch和伦理,并支持多种语言。