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![Generative AI For Beginners](./images/repo-thumbnailv4-fixed.png?WT.mc_id=academic-105485-koreyst)
<!-- WEHUB_ZH_README -->
> [!NOTE]
> 本文档由 WeHub 基于上游 README 翻译整理，属于社区翻译，非官方中文文档。
> [English](./README.en.md) · [原始项目](https://github.com/microsoft/generative-ai-for-beginners) · [上游 README](https://github.com/microsoft/generative-ai-for-beginners/blob/HEAD/README.md)
> 原作者、版权与许可证归属以原始项目及本仓库 LICENSE 文件为准。
### 21 Lessons teaching everything you need to know to start building Generative AI applications
![面向初学者的生成式 AI](./images/repo-thumbnailv4-fixed.png?WT.mc_id=academic-105485-koreyst)
[![GitHub license](https://img.shields.io/github/license/microsoft/Generative-AI-For-Beginners.svg)](https://github.com/microsoft/Generative-AI-For-Beginners/blob/master/LICENSE?WT.mc_id=academic-105485-koreyst)
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### 21 节课程，教授你开始构建生成式 AI（Generative AI）应用所需的一切知识
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[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG)
### 🌐 Multi-Language Support
### 🌐 多语言支持
#### Supported via GitHub Action (Automated & Always Up-to-Date)
#### 通过 GitHub Action 提供支持（自动化且始终保持最新）
<!-- CO-OP TRANSLATOR LANGUAGES TABLE START -->
[Arabic](./translations/ar/README.md) | [Bengali](./translations/bn/README.md) | [Bulgarian](./translations/bg/README.md) | [Burmese (Myanmar)](./translations/my/README.md) | [Chinese (Simplified)](./translations/zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](./translations/zh-HK/README.md) | [Chinese (Traditional, Macau)](./translations/zh-MO/README.md) | [Chinese (Traditional, Taiwan)](./translations/zh-TW/README.md) | [Croatian](./translations/hr/README.md) | [Czech](./translations/cs/README.md) | [Danish](./translations/da/README.md) | [Dutch](./translations/nl/README.md) | [Estonian](./translations/et/README.md) | [Finnish](./translations/fi/README.md) | [French](./translations/fr/README.md) | [German](./translations/de/README.md) | [Greek](./translations/el/README.md) | [Hebrew](./translations/he/README.md) | [Hindi](./translations/hi/README.md) | [Hungarian](./translations/hu/README.md) | [Indonesian](./translations/id/README.md) | [Italian](./translations/it/README.md) | [Japanese](./translations/ja/README.md) | [Kannada](./translations/kn/README.md) | [Khmer](./translations/km/README.md) | [Korean](./translations/ko/README.md) | [Lithuanian](./translations/lt/README.md) | [Malay](./translations/ms/README.md) | [Malayalam](./translations/ml/README.md) | [Marathi](./translations/mr/README.md) | [Nepali](./translations/ne/README.md) | [Nigerian Pidgin](./translations/pcm/README.md) | [Norwegian](./translations/no/README.md) | [Persian (Farsi)](./translations/fa/README.md) | [Polish](./translations/pl/README.md) | [Portuguese (Brazil)](./translations/pt-BR/README.md) | [Portuguese (Portugal)](./translations/pt-PT/README.md) | [Punjabi (Gurmukhi)](./translations/pa/README.md) | [Romanian](./translations/ro/README.md) | [Russian](./translations/ru/README.md) | [Serbian (Cyrillic)](./translations/sr/README.md) | [Slovak](./translations/sk/README.md) | [Slovenian](./translations/sl/README.md) | [Spanish](./translations/es/README.md) | [Swahili](./translations/sw/README.md) | [Swedish](./translations/sv/README.md) | [Tagalog (Filipino)](./translations/tl/README.md) | [Tamil](./translations/ta/README.md) | [Telugu](./translations/te/README.md) | [Thai](./translations/th/README.md) | [Turkish](./translations/tr/README.md) | [Ukrainian](./translations/uk/README.md) | [Urdu](./translations/ur/README.md) | [Vietnamese](./translations/vi/README.md)
[阿拉伯语](./translations/ar/README.md) | [孟加拉语](./translations/bn/README.md) | [保加利亚语](./translations/bg/README.md) | [缅甸语](./translations/my/README.md) | [中文（简体）](./translations/zh-CN/README.md) | [中文（繁体，香港）](./translations/zh-HK/README.md) | [中文（繁体，澳门）](./translations/zh-MO/README.md) | [中文（繁体，台湾）](./translations/zh-TW/README.md) | [克罗地亚语](./translations/hr/README.md) | [捷克语](./translations/cs/README.md) | [丹麦语](./translations/da/README.md) | [荷兰语](./translations/nl/README.md) | [爱沙尼亚语](./translations/et/README.md) | [芬兰语](./translations/fi/README.md) | [法语](./translations/fr/README.md) | [德语](./translations/de/README.md) | [希腊语](./translations/el/README.md) | [希伯来语](./translations/he/README.md) | [印地语](./translations/hi/README.md) | [匈牙利语](./translations/hu/README.md) | [印尼语](./translations/id/README.md) | [意大利语](./translations/it/README.md) | [日语](./translations/ja/README.md) | [卡纳达语](./translations/kn/README.md) | [高棉语](./translations/km/README.md) | [韩语](./translations/ko/README.md) | [立陶宛语](./translations/lt/README.md) | [马来语](./translations/ms/README.md) | [马拉雅拉姆语](./translations/ml/README.md) | [马拉地语](./translations/mr/README.md) | [尼泊尔语](./translations/ne/README.md) | [尼日利亚皮钦语](./translations/pcm/README.md) | [挪威语](./translations/no/README.md) | [波斯语](./translations/fa/README.md) | [波兰语](./translations/pl/README.md) | [葡萄牙语（巴西）](./translations/pt-BR/README.md) | [葡萄牙语（葡萄牙）](./translations/pt-PT/README.md) | [旁遮普语（古木基文）](./translations/pa/README.md) | [罗马尼亚语](./translations/ro/README.md) | [俄语](./translations/ru/README.md) | [塞尔维亚语（西里尔字母）](./translations/sr/README.md) | [斯洛伐克语](./translations/sk/README.md) | [斯洛文尼亚语](./translations/sl/README.md) | [西班牙语](./translations/es/README.md) | [斯瓦希里语](./translations/sw/README.md) | [瑞典语](./translations/sv/README.md) | [他加禄语（菲律宾语）](./translations/tl/README.md) | [泰米尔语](./translations/ta/README.md) | [泰卢固语](./translations/te/README.md) | [泰语](./translations/th/README.md) | [土耳其语](./translations/tr/README.md) | [乌克兰语](./translations/uk/README.md) | [乌尔都语](./translations/ur/README.md) | [越南语](./translations/vi/README.md)
> **Prefer to Clone Locally?**
> **希望克隆到本地？**
>
> This repository includes 50+ language translations which significantly increases the download size. To clone without translations, use sparse checkout:
> 本仓库包含 50 多种语言翻译，这会显著增加下载体积。如需克隆时不包含翻译文件，请使用稀疏检出（sparse checkout）：
>
> **Bash / macOS / Linux:**
> **Bash / macOS / Linux：**
> ```bash
> 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):**
> **CMD（Windows）：**
> ```cmd
> 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.
> 这将为你提供完成课程所需的全部内容，且下载速度大幅提升。
<!-- CO-OP TRANSLATOR LANGUAGES TABLE END -->
# Generative AI for Beginners (Version 3) - A Course
# 面向初学者的生成式 AI（第 3 版）— 课程
Learn the fundamentals of building Generative AI applications with our 21-lesson comprehensive course by Microsoft Cloud Advocates.
通过 Microsoft Cloud Advocates 提供的 21 节综合课程，学习构建生成式 AI 应用的基础知识。
## 🌱 Getting Started
## 🌱 入门指南
This course has 21 lessons. Each lesson covers its own topic so start wherever you like!
本课程共 21 节。每节课涵盖各自独立的主题，因此你可以从任意位置开始！
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.
课程分为两类："学习"（Learn）类课程讲解生成式 AI 概念，"构建"（Build）类课程则在讲解概念的同时，尽可能提供 **Python** 和 **TypeScript** 两种语言的代码示例。
For .NET Developers checkout [Generative AI for Beginners (.NET Edition)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)!
.NET 开发者请参阅 [面向初学者的生成式 AI（.NET 版）](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)!
Each lesson also includes a "Keep Learning" section with additional learning tools.
每节课还包含"继续学习"（Keep Learning）部分，提供额外的学习工具。
## What You Need
### To run the code of this course, you can use either:
- [Azure OpenAI Service](https://aka.ms/genai-beginners/azure-open-ai?WT.mc_id=academic-105485-koreyst) - **Lessons:** "aoai-assignment"
- [Microsoft Foundry Models](https://ai.azure.com/catalog/models?WT.mc_id=academic-105485-koreyst) - **Lessons:** "githubmodels" (GitHub Models is retiring at the end of July 2026 - use Microsoft Foundry Models instead)
- [OpenAI API](https://aka.ms/genai-beginners/open-ai?WT.mc_id=academic-105485-koreyst) - **Lessons:** "oai-assignment"
- [Foundry Local](https://foundrylocal.ai?WT.mc_id=academic-105485-koreyst) - Run models fully offline on your own device, no cloud subscription required
## 你需要什么
### 要运行本课程的代码，你可以使用以下任一服务：
- [Azure OpenAI 服务](https://aka.ms/genai-beginners/azure-open-ai?WT.mc_id=academic-105485-koreyst) - **相关课程：** "aoai-assignment"
- [Microsoft Foundry 模型](https://ai.azure.com/catalog/models?WT.mc_id=academic-105485-koreyst) - **相关课程：** "githubmodels"（GitHub Models 将于 2026 年 7 月底退役 — 请改用 Microsoft Foundry 模型）
- [OpenAI API](https://aka.ms/genai-beginners/open-ai?WT.mc_id=academic-105485-koreyst) - **相关课程：** "oai-assignment"
- [Foundry Local](https://foundrylocal.ai?WT.mc_id=academic-105485-koreyst) - 在你自己的设备上完全离线运行模型，无需云订阅
- Basic knowledge of Python or TypeScript is helpful - \*For absolute beginners check out these [Python](https://aka.ms/genai-beginners/python?WT.mc_id=academic-105485-koreyst) and [TypeScript](https://aka.ms/genai-beginners/typescript?WT.mc_id=academic-105485-koreyst) courses
- A GitHub account to [fork this entire repo](https://aka.ms/genai-beginners/github?WT.mc_id=academic-105485-koreyst) to your own GitHub account
- 具备 Python 或 TypeScript 基础知识会有所帮助 - \*对于完全零基础的初学者，可参考这些 [Python](https://aka.ms/genai-beginners/python?WT.mc_id=academic-105485-koreyst) 和 [TypeScript](https://aka.ms/genai-beginners/typescript?WT.mc_id=academic-105485-koreyst) 课程
- 一个 GitHub 账号，用于[复刻（fork）整个仓库](https://aka.ms/genai-beginners/github?WT.mc_id=academic-105485-koreyst))到你自己的 GitHub 账号
We have created a **[Course Setup](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst)** lesson to help you with setting up your development environment.
我们创建了一节 **[课程设置](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst)** 课程，帮助你搭建开发环境。
Don't forget to [star (🌟) this repo](https://docs.github.com/en/get-started/exploring-projects-on-github/saving-repositories-with-stars?WT.mc_id=academic-105485-koreyst) to find it easier later.
别忘了[为本仓库点亮星标（🌟）](https://docs.github.com/en/get-started/exploring-projects-on-github/saving-repositories-with-stars?WT.mc_id=academic-105485-koreyst))，方便以后查找。
## 🧠 Ready to Deploy?
## 🧠 准备部署了吗？
If you are looking for more advanced code samples, check out our [collection of Generative AI Code Samples](https://aka.ms/genai-beg-code?WT.mc_id=academic-105485-koreyst) in both **Python** and **TypeScript**.
如果你正在寻找更高级的代码示例，请查看我们的 [生成式 AI 代码示例合集](https://aka.ms/genai-beg-code?WT.mc_id=academic-105485-koreyst))，包含 **Python** 和 **TypeScript** 两种语言版本。
## 🗣️ Meet Other Learners, Get Support
## 🗣️ 结识其他学习者，获取支持
Join our [official Microsoft Foundry Discord server](https://aka.ms/genai-discord?WT.mc_id=academic-105485-koreyst) to meet and network with other learners taking this course and get support.
加入我们的[官方 Microsoft Foundry Discord 服务器](https://aka.ms/genai-discord?WT.mc_id=academic-105485-koreyst))，与参加本课程的其他学习者交流互动并获得支持。
Ask questions or share product feedback in our [Microsoft Foundry Developer Forum](https://aka.ms/azureaifoundry/forum) on Github.
有问题或想分享产品反馈？欢迎访问我们的 [Microsoft Foundry 开发者论坛](https://aka.ms/azureaifoundry/forum)) 在 Github 上提问。
## 🚀 Building a Startup?
## 🚀 正在创业？
Visit [Microsoft for Startups](https://www.microsoft.com/startups) to find out how to get started building with Azure credits today.
访问 [Microsoft for Startups](https://www.microsoft.com/startups))，了解如何使用 Azure 信用额度立即开始构建。
## 🙏 Want to help?
## 🙏 想要贡献？
Do you have suggestions or found spelling or code errors? [Raise an issue](https://github.com/microsoft/generative-ai-for-beginners/issues?WT.mc_id=academic-105485-koreyst) or [Create a pull request](https://github.com/microsoft/generative-ai-for-beginners/pulls?WT.mc_id=academic-105485-koreyst)
有建议或发现了拼写/代码错误？[提交 Issue](https://github.com/microsoft/generative-ai-for-beginners/issues?WT.mc_id=academic-105485-koreyst)) 或 [创建 Pull Request](https://github.com/microsoft/generative-ai-for-beginners/pulls?WT.mc_id=academic-105485-koreyst))。
## 📂 Each lesson includes:
## 📂 每节课包括：
- 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
- 主题短视频介绍
- README 中的书面课程内容
- 支持 Azure OpenAI 和 OpenAI API 的 Python 与 TypeScript 代码示例
- 额外学习资源链接
## 🗃️ Lessons
## 🗃️ 课程列表
| # | **Lesson Link** | **Description** | **Video** | **Extra Learning** |
| --- | -------------------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------- | ------------------------------------------------------------------------------ |
| 00 | [Course Setup](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to Setup Your Development Environment | Video Coming Soon | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 01 | [Introduction to Generative AI and LLMs](./01-introduction-to-genai/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** Understanding what Generative AI is and how Large Language Models (LLMs) work. | [Video](https://aka.ms/gen-ai-lesson-1-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 02 | [Exploring and comparing different LLMs](./02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to select the right model for your use case | [Video](https://aka.ms/gen-ai-lesson2-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 03 | [Using Generative AI Responsibly](./03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to build Generative AI Applications responsibly | [Video](https://aka.ms/gen-ai-lesson3-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 04 | [Understanding Prompt Engineering Fundamentals](./04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** Hands-on Prompt Engineering Best Practices | [Video](https://aka.ms/gen-ai-lesson4-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 05 | [Creating Advanced Prompts](./05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to apply prompt engineering techniques that improve the outcome of your prompts. | [Video](https://aka.ms/gen-ai-lesson5-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 06 | [Building Text Generation Applications](./06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A text generation app using Azure OpenAI / OpenAI API | [Video](https://aka.ms/gen-ai-lesson6-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 07 | [Building Chat Applications](./07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** Techniques for efficiently building and integrating chat applications. | [Video](https://aka.ms/gen-ai-lessons7-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 08 | [Building Search Apps Vector Databases](./08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A search application that uses Embeddings to search for data. | [Video](https://aka.ms/gen-ai-lesson8-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 09 | [Building Image Generation Applications](./09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An image generation application | [Video](https://aka.ms/gen-ai-lesson9-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 10 | [Building Low Code AI Applications](./10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A Generative AI application using Low Code tools | [Video](https://aka.ms/gen-ai-lesson10-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 11 | [Integrating External Applications with Function Calling](./11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** What is function calling and its use cases for applications | [Video](https://aka.ms/gen-ai-lesson11-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 12 | [Designing UX for AI Applications](./12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to apply UX design principles when developing Generative AI Applications | [Video](https://aka.ms/gen-ai-lesson12-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 13 | [Securing Your Generative AI Applications](./13-securing-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The threats and risks to AI systems and methods to secure these systems. | [Video](https://aka.ms/gen-ai-lesson13-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 14 | [The Generative AI Application Lifecycle](./14-the-generative-ai-application-lifecycle/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The tools and metrics to manage the LLM Lifecycle and LLMOps | [Video](https://aka.ms/gen-ai-lesson14-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 15 | [Retrieval Augmented Generation (RAG) and Vector Databases](./15-rag-and-vector-databases/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using a RAG Framework to retrieve embeddings from a Vector Databases | [Video](https://aka.ms/gen-ai-lesson15-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 16 | [Open Source Models and Hugging Face](./16-open-source-models/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using open source models available on Hugging Face | [Video](https://aka.ms/gen-ai-lesson16-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 17 | [AI Agents](./17-ai-agents/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using an AI Agent Framework | [Video](https://aka.ms/gen-ai-lesson17-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 18 | [Fine-Tuning LLMs](./18-fine-tuning/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The what, why and how of fine-tuning LLMs | [Video](https://aka.ms/gen-ai-lesson18-gh?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 19 | [Building with SLMs](./19-slm/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The benefits of building with Small Language Models | Video Coming Soon | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 20 | [Building with Mistral Models](./20-mistral/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The features and differences of the Mistral Family Models | Video Coming Soon | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 21 | [Building with Meta Models](./21-meta/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The features and differences of the Meta Family Models | Video Coming Soon | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| # | **课程链接** | **描述** | **视频** | **拓展学习** |
| --- | ------------------------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------ | --------------------------------------------------------------------------- | --------------------------------------------------------------------------- |
| 00 | [环境配置](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 如何配置开发环境 | 视频即将上线 | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 01 | [生成式 AI 与 LLM 简介](./01-introduction-to-genai/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 理解什么是生成式 AI 以及大型语言模型（LLM）的工作原理。 | [视频](https://aka.ms/gen-ai-lesson-1-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 02 | [探索和对比不同的 LLM](./02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 如何为你的用例选择合适的模型 | [视频](https://aka.ms/gen-ai-lesson2-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 03 | [负责任地使用生成式 AI](./03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 如何负责任地构建生成式 AI 应用 | [视频](https://aka.ms/gen-ai-lesson3-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 04 | [理解提示工程基础](./04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 动手实践提示工程最佳实践 | [视频](https://aka.ms/gen-ai-lesson4-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 05 | [编写高级提示词](./05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 如何运用提示工程技术来优化输出结果 | [视频](https://aka.ms/gen-ai-lesson5-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 06 | [构建文本生成应用](./06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 使用 Azure OpenAI / OpenAI API 构建文本生成应用 | [视频](https://aka.ms/gen-ai-lesson6-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 07 | [构建聊天应用](./07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 高效构建和集成聊天应用的技巧 | [视频](https://aka.ms/gen-ai-lessons7-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 08 | [使用向量数据库构建搜索应用](./08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 使用 Embeddings 搜索数据的搜索应用 | [视频](https://aka.ms/gen-ai-lesson8-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 09 | [构建图像生成应用](./09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 图像生成应用 | [视频](https://aka.ms/gen-ai-lesson9-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 10 | [构建低代码 AI 应用](./10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 使用低代码工具构建生成式 AI 应用 | [视频](https://aka.ms/gen-ai-lesson10-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 11 | [通过函数调用集成外部应用](./11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 什么是函数调用及其在应用中的使用场景 | [视频](https://aka.ms/gen-ai-lesson11-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 12 | [为 AI 应用设计用户体验](./12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 如何在开发生成式 AI 应用时应用 UX 设计原则 | [视频](https://aka.ms/gen-ai-lesson12-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 13 | [保护你的生成式 AI 应用](./13-securing-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** AI 系统面临的安全威胁与风险以及保护这些系统的方法 | [视频](https://aka.ms/gen-ai-lesson13-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 14 | [生成式 AI 应用生命周期](./14-the-generative-ai-application-lifecycle/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 管理 LLM 生命周期和 LLMOps 的工具与指标 | [视频](https://aka.ms/gen-ai-lesson14-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 15 | [检索增强生成（RAG）与向量数据库](./15-rag-and-vector-databases/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 使用 RAG 框架从向量数据库中检索 Embeddings 的应用 | [视频](https://aka.ms/gen-ai-lesson15-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 16 | [开源模型与 Hugging Face](./16-open-source-models/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 使用 Hugging Face 上开源模型构建应用 | [视频](https://aka.ms/gen-ai-lesson16-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 17 | [AI Agent](./17-ai-agents/README.md?WT.mc_id=academic-105485-koreyst) | **构建：** 使用 AI Agent 框架构建应用 | [视频](https://aka.ms/gen-ai-lesson17-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 18 | [微调 LLM](./18-fine-tuning/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 微调 LLM 的定义、原因和方法 | [视频](https://aka.ms/gen-ai-lesson18-gh?WT.mc_id=academic-105485-koreyst)) | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 19 | [使用 SLM 构建应用](./19-slm/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** 使用小型语言模型（SLM）构建应用的优势 | 视频即将上线 | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 20 | [使用 Mistral 模型构建应用](./20-mistral/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** Mistral 系列模型的特点与差异 | 视频即将上线 | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
| 21 | [使用 Meta 模型构建应用](./21-meta/README.md?WT.mc_id=academic-105485-koreyst) | **学习：** Meta 系列模型的特点与差异 | 视频即将上线 | [了解更多](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst)) |
### 🌟 Special thanks
### 🌟 特别感谢
Special thanks to [**John Aziz**](https://www.linkedin.com/in/john0isaac/) for creating all of the GitHub Actions and workflows
特别感谢 [**John Aziz**](https://www.linkedin.com/in/john0isaac/)) 创建了所有 GitHub Actions 和工作流。
[**Bernhard Merkle**](https://www.linkedin.com/in/bernhard-merkle-738b73/) for making key contributions to each lesson to improve the learner and code experience.
[**Bernhard Merkle**](https://www.linkedin.com/in/bernhard-merkle-738b73/)) 为每个课程做出了关键贡献，改善了学习者和代码体验。
## 🎒 Other Courses
## 🎒 其他课程
Our team produces other courses! Check out:
我们的团队还制作了其他课程！欢迎查看：
<!-- CO-OP TRANSLATOR OTHER COURSES START -->
### LangChain
[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners)
[![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin)
[![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin)
[![LangChain4j 初学者教程](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners))
[![LangChain.js 初学者教程](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin))
[![LangChain 初学者教程](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin))
---
### Azure / Edge / MCP / Agents
[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst)
[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst)
[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst)
[![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst)
### Azure / Edge / MCP / Agents（智能体）
[![AZD 初学者教程](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst))
[![Edge AI 初学者教程](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst))
[![MCP 初学者教程](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst))
[![AI Agents（AI 智能体）初学者教程](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst))
---
### Generative AI Series
[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst)
[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)
[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst)
[![Generative AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst)
### Generative AI（生成式 AI）系列
[![Generative AI（生成式 AI）初学者教程](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst))
[![Generative AI（生成式 AI）(.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst))
[![Generative AI（生成式 AI）(Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst))
[![Generative AI（生成式 AI）(JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst))
---
### Core Learning
[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst)
[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst)
[![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst)
[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung)
[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst)
[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst)
[![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst)
### 核心学习
[![ML（机器学习）初学者教程](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst))
[![Data Science（数据科学）初学者教程](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst))
[![AI 初学者教程](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst))
[![Cybersecurity（网络安全）初学者教程](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung))
[![Web Dev（Web 开发）初学者教程](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst))
[![IoT（物联网）初学者教程](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst))
[![XR Development（XR 开发）初学者教程](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst))
---
### Copilot Series
[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst)
[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst)
[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst)
### Copilot 系列
[![Copilot AI 结对编程](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst))
[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst))
[![Copilot Adventure（Copilot 冒险之旅）](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst))
<!-- CO-OP TRANSLATOR OTHER COURSES END -->
## Getting Help
## 获取帮助
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.
如果你遇到困难或对构建 AI 应用有任何疑问，欢迎加入与其他学习者和经验丰富的开发者一起讨论 MCP。这是一个支持性的社区，欢迎提问，知识自由共享。
[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG)
[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG))
If you have product feedback or errors while building visit:
如果你有产品反馈或在构建过程中遇到错误，请访问：
[![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum)
[![Microsoft Foundry 开发者论坛](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum))