Learn
Free AI tutorials from around the web
346 free tutorials and courses from official vendors, universities and the community, checked on 2026-10-10. We only link and summarise; the content belongs to its authors.
English summaries are being written; see the title, source and format for now.
AI basics
Scenario: Learn AI (roadmaps, tutorials)
- Elements of AI
Source: 赫尔辛基大学 / MinnaLearn · Beginner · Multilingual (incl. EN/ZH) · Interactive course
- AI For Everyone
Source: DeepLearning.AI / 吴恩达 · Beginner · English · Video
- Generative AI for Everyone
Source: DeepLearning.AI / 吴恩达 · Beginner · English · Video
- Introduction to Generative AI 学习路径
Source: Google Cloud Skills · Beginner · English · Interactive course
- Microsoft Learn: Fundamentals of Generative AI
Source: Microsoft Learn · Beginner · Multilingual (incl. EN/ZH) · Docs
- Microsoft Learn: Introduction to AI concepts
Source: Microsoft Learn · Beginner · Multilingual (incl. EN/ZH) · Docs
- Generative AI for Beginners
Source: Microsoft · Beginner / Developer · Multilingual (incl. EN/ZH) · Repository
- AI for Beginners
Source: Microsoft · Beginner · Multilingual (incl. EN/ZH) · Repository
- OpenAI Academy
Source: OpenAI · Beginner / Developer · English · Interactive course
- Claude Academy 课程目录
Source: Anthropic · Beginner / Developer · English · Interactive course
- AI Fluency: Framework and Foundations
Source: Anthropic · Beginner · English · Interactive course
- Hugging Face Learn 课程中心
Source: Hugging Face · Developer · Multilingual (incl. EN/ZH) · Interactive course
- CS50's Introduction to AI with Python
Source: 哈佛大学 CS50 · Beginner / Developer · English · Video
- Datawhale 学习路线图
Source: Datawhale · Beginner / Developer · Chinese · Repository
- Datawhale 官网
Source: Datawhale · Beginner / Developer · Chinese · Interactive course
- AWS Skill Builder 生成式 AI 学习
Source: AWS · Beginner / Developer · Multilingual (incl. EN/ZH) · Interactive course
- AWS AI / 生成式 AI 培训入口
Source: AWS · Developer · English · Docs
- Microsoft Learn: AI 技能导航 (AI Skills)
Source: Microsoft Learn · Beginner / Developer · Multilingual (incl. EN/ZH) · Docs
- 腾讯云 开发者社区 学习
Source: 腾讯云 · Developer · Chinese · Interactive course
- 华为云 开发者学堂
Source: 华为云 · Developer · Chinese · Interactive course
- DeepLearning.AI 短课目录
Source: DeepLearning.AI · Developer · English · Video
- The Batch 周刊
Source: DeepLearning.AI · Beginner · English · Docs
- Google DeepMind / Google AI 教育
Source: Google · Beginner · English · Docs
- awesome-generative-ai-guide
Source: Aishwarya Naresh Reganti · Developer · English · Repository
- AI 素养：中国大学 MOOC 人工智能课程
Source: 中国大学MOOC · Beginner · Chinese · Video
- 学堂在线 AI 课程
Source: 学堂在线 / 清华大学 · Beginner · Chinese · Video
- OpenAI Academy：AI fundamentals
Source: OpenAI · Beginner · English · Docs
- Google: Introduction to Generative AI
Source: Google Cloud Skills · Beginner · English · Video
Using AI tools
Scenario: Learn AI (roadmaps, tutorials)
- Claude 101
Source: Anthropic · Beginner · English · Interactive course
- How I use LLMs
Source: Andrej Karpathy · Beginner · English · Video
- 阿里云百炼 文档
Source: 阿里云 · Developer · Chinese · Docs
- Coze 扣子 文档
Source: 字节跳动 · Beginner · Chinese · Docs
- Dify 文档
Source: Dify · Developer · Multilingual (incl. EN/ZH) · Docs
- n8n AI 教程
Source: n8n · Developer · English · Docs
- ChatGPT 帮助中心
Source: OpenAI · Beginner · Multilingual (incl. EN/ZH) · Docs
- Claude 帮助中心
Source: Anthropic · Beginner · Multilingual (incl. EN/ZH) · Docs
- Gemini Apps 帮助
Source: Google · Beginner · Multilingual (incl. EN/ZH) · Docs
- Microsoft Copilot 学习中心 (Copilot Academy/Learn)
Source: Microsoft Learn · Beginner · Multilingual (incl. EN/ZH) · Docs
- Microsoft 365 Copilot 采用中心
Source: Microsoft · Beginner · Multilingual (incl. EN/ZH) · Docs
- NotebookLM（Gemini Notebook）帮助
Source: Google · Beginner · Multilingual (incl. EN/ZH) · Docs
- Kimi 开放平台文档
Source: 月之暗面 · Developer · Chinese · Docs
- DeepSeek API 文档
Source: DeepSeek · Developer · Chinese & English · Docs
- 智谱 BigModel 开放平台文档
Source: 智谱 AI · Developer · Chinese · Docs
- 火山方舟 文档
Source: 火山引擎 · Developer · Chinese · Docs
- Gemini API 文档
Source: Google AI for Developers · Developer · Multilingual (incl. EN/ZH) · Docs
- Claude API 文档
Source: Anthropic · Developer · Multilingual (incl. EN/ZH) · Docs
- OpenAI API 文档
Source: OpenAI · Developer · English · Docs
- Amazon Bedrock 用户指南
Source: AWS · Developer · Multilingual (incl. EN/ZH) · Docs
- Google Cloud Gemini Enterprise Agent Platform（原 Vertex AI 生成式 AI）文档
Source: Google Cloud · Developer · Multilingual (incl. EN/ZH) · Docs
- Microsoft Learn: Azure AI Foundry
Source: Microsoft Learn · Developer · Multilingual (incl. EN/ZH) · Docs
- 百度智能云千帆 文档
Source: 百度智能云 · Developer · Chinese · Docs
- ERNIE / 文心 开发者文档 (飞桨星河)
Source: 百度 · Developer · Chinese · Docs
- OpenAI Developers 文档首页
Source: OpenAI · Developer · English · Docs
- Google AI Studio 快速入门
Source: Google · Beginner / Developer · Multilingual (incl. EN/ZH) · Docs
- Claude Platform 101
Source: Anthropic · Developer · English · Interactive course
ML/DL fundamentals
Scenario: Learn AI (roadmaps, tutorials)
- AI 时代的学习入口：Kaggle Learn
Source: Kaggle · Beginner · English · Interactive course
- 3Blue1Brown：神经网络系列
Source: 3Blue1Brown · Beginner · English · Video
- Machine Learning Crash Course
Source: Google · Beginner / Developer · Multilingual (incl. EN/ZH) · Interactive course
- Google 机器学习教育总览
Source: Google for Developers · Beginner / Developer · English · Docs
- Machine Learning Specialization
Source: DeepLearning.AI / Stanford / 吴恩达 · Beginner · English · Video
- Deep Learning Specialization
Source: DeepLearning.AI / 吴恩达 · Developer · English · Video
- Practical Deep Learning for Coders
Source: fast.ai · Developer · English · Video
- fast.ai 课程 Part 2：From Deep Learning Foundations to Stable Diffusion
Source: fast.ai · Researcher · English · Video
- Deep Learning for Coders 书 (fastbook)
Source: fast.ai / Jeremy Howard · Developer · English · Book
- 动手学深度学习 (D2L) 中文版
Source: 李沐 等 · Beginner / Developer · Chinese · Book
- Dive into Deep Learning (英文版)
Source: D2L 团队 · Developer · English · Book
- d2l-zh 仓库
Source: 李沐 / d2l-ai · Developer · Chinese · Repository
- 跟李沐学AI (B站)
Source: 李沐 · Developer / Researcher · Chinese · Video
- 李宏毅 机器学习课程主页
Source: 台湾大学 李宏毅 · Beginner / Developer · Chinese · Video
- 李宏毅 YouTube 频道
Source: 李宏毅 · Beginner / Developer · Chinese · Video
- LeeDL Tutorial 李宏毅深度学习教程（苹果书）
Source: Datawhale · Beginner · Chinese · Repository · Non-commercial licence: link only
- 南瓜书 pumpkin-book
Source: Datawhale · Developer / Researcher · Chinese · Repository · Non-commercial licence: link only
- 蘑菇书 Easy RL
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
- Stanford CS229 Machine Learning
Source: 斯坦福大学 · Researcher · English · Docs
- MIT 6.S191 Introduction to Deep Learning
Source: MIT · Beginner / Developer · English · Video
- MIT OpenCourseWare 6.036 Introduction to Machine Learning
Source: MIT OCW · Developer · English · Docs
- MIT 18.06 Linear Algebra (OCW)
Source: MIT OCW / Gilbert Strang · Beginner / Developer · English · Video
- Mathematics for Machine Learning (书)
Source: Deisenroth, Faisal, Ong · Developer / Researcher · English · Book
- Deep Learning (Goodfellow 等)
Source: Goodfellow, Bengio, Courville · Researcher · English · Book
- Understanding Deep Learning
Source: Simon J.D. Prince · Developer / Researcher · English · Book
- CMU 11-785 Introduction to Deep Learning
Source: CMU · Researcher · English · Video
- micrograd
Source: Andrej Karpathy · Developer · English · Repository
- PyTorch 官方教程
Source: PyTorch · Developer · English · Docs
- PyTorch 中文教程
Source: PyTorch 中文社区 · Developer · Chinese · Docs
- TensorFlow 教程
Source: Google TensorFlow · Developer · Multilingual (incl. EN/ZH) · Docs
- scikit-learn 用户指南与教程
Source: scikit-learn · Developer · English · Docs
- 飞桨 AI Studio 课程
Source: 百度飞桨 · Beginner / Developer · Chinese · Interactive course
- 飞桨 官方文档：深度学习入门教程
Source: 百度飞桨 · Developer · Chinese · Docs
- ML for Beginners
Source: Microsoft · Beginner · Multilingual (incl. EN/ZH) · Repository
- Data Science for Beginners
Source: Microsoft · Beginner · Multilingual (incl. EN/ZH) · Repository
- Hands-On Machine Learning 配套 Notebook
Source: Aurélien Géron · Developer · English · Repository
- Machine Learning Yearning 中文版
Source: 吴恩达 / 社区翻译 · Developer · Chinese · Book · Non-commercial licence: link only
- MindSpore 教程
Source: 华为 MindSpore · Developer · Chinese · Docs
- Stanford CS234 Reinforcement Learning
Source: 斯坦福大学 · Researcher · English · Docs
- UCL / DeepMind RL Lecture Series (David Silver)
Source: David Silver / DeepMind · Researcher · English · Video
- Probabilistic Machine Learning (Murphy)
Source: Kevin Murphy · Researcher · English · Book
- Kaggle: Intro to Machine Learning
Source: Kaggle · Beginner · English · Interactive course
How LLMs work
Scenario: Learn AI (roadmaps, tutorials)
- Intro to Large Language Models (1hr Talk)
Source: Andrej Karpathy · Beginner · English · Video
- Deep Dive into LLMs like ChatGPT
Source: Andrej Karpathy · Beginner · English · Video
- 李宏毅 生成式AI导论 2024
Source: 台湾大学 李宏毅 · Beginner · Chinese · Video
- Stanford CS224N: NLP with Deep Learning
Source: 斯坦福大学 · Researcher · English · Docs
- Neural Networks: Zero to Hero
Source: Andrej Karpathy · Developer · English · Video
- Stanford CS336: Language Modeling from Scratch
Source: 斯坦福大学 · Researcher · English · Docs
- CS336 中文：diy-llm
Source: Datawhale · Researcher · Chinese · Repository · Non-commercial licence: link only
- Stanford CS25: Transformers United
Source: 斯坦福大学 · Researcher · English · Video
- Stanford CS324: Large Language Models
Source: 斯坦福大学 · Researcher · English · Docs
- So Large LM 大模型基础
Source: Datawhale · Beginner / Developer · Chinese · Repository
- Happy-LLM 从零开始的大语言模型原理与实践
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
- Tiny Universe 大模型白盒子构建指南
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
- LLMs-from-scratch
Source: Sebastian Raschka · Developer · English · Repository
- llms-from-scratch-cn
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
- nanoGPT
Source: Andrej Karpathy · Developer · English · Repository
- nanochat
Source: Andrej Karpathy · Developer / Researcher · English · Repository
- Let's build GPT: from scratch, in code
Source: Andrej Karpathy · Developer · English · Video
- Let's build the GPT Tokenizer
Source: Andrej Karpathy · Developer · English · Video
- Hugging Face LLM Course
Source: Hugging Face · Developer · Multilingual (incl. EN/ZH) · Interactive course
- The Illustrated Transformer
Source: Jay Alammar · Beginner / Developer · English · Docs
- The Annotated Transformer
Source: Harvard NLP · Researcher · English · Docs
- Transformer Explainer
Source: Georgia Tech Polo Club · Beginner · English · Interactive course
- LLM Visualization
Source: Brendan Bycroft · Beginner / Developer · English · Interactive course
- mlabonne/llm-course
Source: Maxime Labonne · Developer · English · Repository
- Large Language Models: A Survey / LLM Survey (RUC)
Source: 中国人民大学 AI Box · Researcher · Chinese & English · Repository
- 《大语言模型》中文书
Source: 中国人民大学 赵鑫 等 · Researcher · Chinese · Book
- Foundations of Large Language Models (Xiao & Zhu)
Source: 东北大学 NLP 实验室 · Researcher · English · Book
- Lilian Weng's Blog (Lil'Log)
Source: Lilian Weng · Researcher · English · Docs
- Sebastian Raschka: Ahead of AI
Source: Sebastian Raschka · Researcher · English · Docs
- Hugging Face 大模型教程中文 (HF Learn zh-CN)
Source: Hugging Face · Developer · Chinese · Interactive course
- 魔搭 modelscope-classroom
Source: 阿里魔搭社区 · Beginner / Developer · Chinese · Repository
- 书生·浦语 大模型实战营
Source: 上海人工智能实验室 · Developer · Chinese · Repository
- Papers with Code (HF Trending Papers)
Source: Hugging Face · Researcher · English · Docs
- Awesome LLM
Source: Hannibal046 · Researcher · English · Repository
- Hugging Face 博客
Source: Hugging Face · Developer · English · Docs
- unlock-deepseek
Source: Datawhale · Researcher · Chinese · Repository · Non-commercial licence: link only
- base-llm 从 NLP 到 LLM
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
- Hugging Face 中文博客
Source: Hugging Face · Developer · Chinese · Docs
- MiniMind
Source: jingyaogong · Developer · Chinese · Repository
- Speech and Language Processing (Jurafsky & Martin)
Source: 斯坦福 Jurafsky & Martin · Researcher · English · Book
- Google: Introduction to Large Language Models
Source: Google Cloud Skills · Beginner · English · Video
- Happy-LLM 在线阅读
Source: Datawhale · Developer · Chinese · Book
Multimodal
Scenario: Learn AI (roadmaps, tutorials)
- Stanford CS231n: Deep Learning for Computer Vision
Source: 斯坦福大学 · Researcher · English · Docs
- Stable Diffusion WebUI / ComfyUI 官方文档
Source: ComfyUI · Beginner / Developer · Multilingual (incl. EN/ZH) · Docs
- Hugging Face Diffusion Models Course
Source: Hugging Face · Developer · English · Interactive course
- Hugging Face Computer Vision Course
Source: Hugging Face · Developer · English · Interactive course
- Hugging Face Audio Course
Source: Hugging Face · Developer · English · Interactive course
- Diffusers 文档
Source: Hugging Face · Developer · Multilingual (incl. EN/ZH) · Docs
- What are Diffusion Models? (Lil'Log)
Source: Lilian Weng · Researcher · English · Docs
Compute & systems
Scenario: Run models on your own machine
- CMU 10-414/714 Deep Learning Systems
Source: CMU · Researcher · English · Video
- The Ultra-Scale Playbook
Source: Hugging Face · Researcher · English · Docs
- NVIDIA DLI 免费课程
Source: NVIDIA Deep Learning Institute · Developer · English · Interactive course
- CUDA C++ Programming Guide
Source: NVIDIA · Researcher · English · Docs
- GPU MODE 讲座
Source: GPU MODE 社区 · Researcher · English · Repository
- How to Scale Your Model
Source: Google DeepMind · Researcher · English · Book
- Triton 教程
Source: OpenAI Triton · Researcher · English · Docs
- 昇腾社区 学习资源
Source: 华为昇腾 · Developer · Chinese · Interactive course
- Machine Learning Engineering Open Book
Source: Stas Bekman · Researcher · English · Book
Interpretability
Scenario: Learn AI (roadmaps, tutorials)
- Transformer Circuits Thread
Source: Anthropic · Researcher · English · Docs
- TransformerLens
Source: TransformerLensOrg · Researcher · English · Repository
- Neuronpedia
Source: Neuronpedia · Researcher · English · Interactive course
- Distill.pub
Source: Distill · Researcher · English · Docs
- ARENA AI 安全课程
Source: ARENA · Researcher · English · Interactive course
Fine-tuning & training
Scenario: Run models on your own machine
- 魔搭社区 文档中心
Source: 阿里魔搭社区 · Developer · Chinese · Docs
- ms-swift 微调框架文档
Source: 阿里魔搭社区 · Developer · Chinese · Docs
- Hugging Face TRL 文档
Source: Hugging Face · Developer · English · Docs
- Hugging Face PEFT 文档
Source: Hugging Face · Developer · English · Docs
- Unsloth 文档
Source: Unsloth · Developer · English · Docs
- LLaMA-Factory
Source: hiyouga · Developer · Chinese & English · Repository
- LLaMA-Factory 文档
Source: hiyouga · Developer · Chinese · Docs
- self-llm 开源大模型食用指南
Source: Datawhale · Developer · Chinese · Repository
- Finetuning Large Language Models
Source: DeepLearning.AI · Developer · English · Video
- Hugging Face smol-course
Source: Hugging Face · Developer · English · Repository
- Hugging Face Deep RL Course
Source: Hugging Face · Developer · Multilingual (incl. EN/ZH) · Interactive course
- OpenAI Spinning Up in Deep RL
Source: OpenAI · Researcher · English · Docs
- Illustrating RLHF
Source: Hugging Face · Developer · English · Docs
- RLHF Book
Source: Nathan Lambert · Researcher · English · Book
- OpenAI Fine-tuning 指南
Source: OpenAI · Developer · English · Docs
- The Smol Training Playbook
Source: Hugging Face · Researcher · English · Docs
- FineWeb 数据集构建博文
Source: Hugging Face · Researcher · English · Docs
- post-training-of-llms 中文整理
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
Prompt engineering
Scenario: Share rules and skills across agents · Learn AI (roadmaps, tutorials)
- Prompt Engineering Guide
Source: DAIR.AI · Beginner / Developer · Multilingual (incl. EN/ZH) · Docs
- Prompt Engineering Guide 中文
Source: DAIR.AI · Beginner / Developer · Chinese · Docs
- dair-ai/Prompt-Engineering-Guide
Source: DAIR.AI · Developer · English · Repository
- Anthropic 提示工程概览
Source: Anthropic · Developer · Multilingual (incl. EN/ZH) · Docs
- Anthropic Prompt Engineering Interactive Tutorial
Source: Anthropic · Beginner / Developer · English · Repository
- Anthropic Courses 仓库
Source: Anthropic · Developer · English · Repository · Non-commercial licence: link only
- OpenAI Prompt engineering 指南
Source: OpenAI · Developer · English · Docs
- OpenAI GPT-5 prompting guide (Cookbook)
Source: OpenAI · Developer · English · Docs
- Google Gemini 提示设计策略
Source: Google AI for Developers · Developer · Multilingual (incl. EN/ZH) · Docs
- ChatGPT Prompt Engineering for Developers
Source: DeepLearning.AI / OpenAI · Developer · English · Video
- Learn Prompting
Source: Learn Prompting · Beginner · English · Docs
- llm-cookbook 面向开发者的 LLM 入门教程
Source: Datawhale · Beginner / Developer · Chinese · Repository · Non-commercial licence: link only
- llm-cookbook 在线阅读
Source: Datawhale · Beginner / Developer · Chinese · Docs
- Microsoft Learn: Prompt engineering techniques (Azure OpenAI)
Source: Microsoft Learn · Developer · Multilingual (incl. EN/ZH) · Docs
- Kimi / Moonshot 提示词最佳实践
Source: 月之暗面 · Developer · Chinese · Docs
- 通义千问 / 百炼 提示工程指南
Source: 阿里云 · Developer · Chinese · Docs
- Brex Prompt Engineering Guide
Source: Brex · Developer · English · Repository
- Gemini for Google Workspace 提示指南
Source: Google Workspace · Beginner · English · Docs
Agents
Scenario: Connect tools to agents (MCP, CLI, auth)
- Hugging Face AI Agents Course
Source: Hugging Face · Developer · Multilingual (incl. EN/ZH) · Interactive course
- huggingface/agents-course
Source: Hugging Face · Developer · English · Repository
- AI Agents for Beginners
Source: Microsoft · Beginner / Developer · Multilingual (incl. EN/ZH) · Repository
- Building effective agents
Source: Anthropic · Developer · English · Docs
- OpenAI: A practical guide to building agents
Source: OpenAI · Developer · English · Docs
- OpenAI Agents SDK 文档
Source: OpenAI · Developer · English · Docs
- Claude Agent SDK 文档
Source: Anthropic · Developer · English · Docs
- LangChain Academy
Source: LangChain · Developer · English · Interactive course
- LangGraph 文档
Source: LangChain · Developer · English · Docs
- AI Agents in LangGraph
Source: DeepLearning.AI · Developer · English · Video
- Agentic AI (Andrew Ng)
Source: DeepLearning.AI · Developer · English · Video
- Multi AI Agent Systems with crewAI
Source: DeepLearning.AI · Developer · English · Video
- hello-agents 从零开始构建智能体
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
- Google ADK 文档
Source: Google · Developer · English · Docs
- Microsoft Agent Framework 文档
Source: Microsoft Learn · Developer · Multilingual (incl. EN/ZH) · Docs
- smolagents 文档
Source: Hugging Face · Developer · English · Docs
- CrewAI 文档
Source: CrewAI · Developer · English · Docs
- NirDiamant/GenAI_Agents
Source: Nir Diamant · Developer · English · Repository
- Berkeley CS294/194-196 LLM Agents MOOC
Source: UC Berkeley RDI · Researcher · English · Video
- Berkeley Advanced LLM Agents MOOC
Source: UC Berkeley RDI · Researcher · English · Video
- 12-Factor Agents
Source: HumanLayer · Developer · English · Repository
- Anthropic: Effective context engineering for AI agents
Source: Anthropic · Developer · English · Docs
- Anthropic: Writing effective tools for agents
Source: Anthropic · Developer · English · Docs
- Claude Agent Skills 文档
Source: Anthropic · Developer · English · Docs
- Introduction to agent skills
Source: Anthropic · Developer · English · Interactive course
- Introduction to subagents
Source: Anthropic · Developer · English · Interactive course
- OpenAI Function calling 指南
Source: OpenAI · Developer · English · Docs
- Claude Tool use 文档
Source: Anthropic · Developer · Multilingual (incl. EN/ZH) · Docs
- Gemini Function calling
Source: Google AI for Developers · Developer · Multilingual (incl. EN/ZH) · Docs
- Qwen-Agent
Source: 阿里通义 · Developer · Chinese & English · Repository
- 阿里云大模型 ACP 学习教程
Source: 阿里云 · Developer · Chinese · Repository
- A2A Protocol 文档
Source: A2A / Linux Foundation · Developer · English · Docs
- Building with the Claude API
Source: Anthropic · Developer · English · Interactive course
- ai-engineering-hub
Source: Patchy631 · Developer · English · Repository
- Full Stack LLM Bootcamp
Source: The Full Stack · Developer · English · Video
- Chip Huyen 博客
Source: Chip Huyen · Developer · English · Docs
- Anthropic Engineering 博客
Source: Anthropic · Developer · English · Docs
- Kaggle 5-Day Gen AI Intensive / AI Agents Intensive
Source: Kaggle / Google · Developer · English · Interactive course
- Kaggle 5-Day AI Agents Intensive
Source: Kaggle / Google · Developer · English · Interactive course
RAG
Scenario: Build RAG and process documents
- LlamaIndex 文档：Understanding
Source: LlamaIndex · Developer · English · Docs
- RAG_Techniques
Source: Nir Diamant · Developer · English · Repository
- Anthropic: Contextual Retrieval
Source: Anthropic · Developer · English · Docs
- OpenAI Cookbook
Source: OpenAI · Developer · English · Docs
- openai/openai-cookbook
Source: OpenAI · Developer · English · Repository
- Claude Cookbooks
Source: Anthropic · Developer · English · Repository
- Gemini API Cookbook
Source: Google · Developer · English · Repository
- Hugging Face Open-Source AI Cookbook
Source: Hugging Face · Developer · Multilingual (incl. EN/ZH) · Docs
- LangChain RAG 教程
Source: LangChain · Developer · English · Docs
- Pinecone Learning Center
Source: Pinecone · Developer · English · Docs
- Weaviate Academy
Source: Weaviate · Developer · English · Interactive course
- Milvus 文档与教程
Source: Zilliz / Milvus · Developer · Multilingual (incl. EN/ZH) · Docs
- All-in-RAG 大模型应用开发实战
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
- Building and Evaluating Advanced RAG
Source: DeepLearning.AI / LlamaIndex · Developer · English · Video
- Retrieval Augmented Generation (RAG) 课程
Source: DeepLearning.AI · Developer · English · Video
- Microsoft RAG 解决方案设计指南
Source: Microsoft Learn · Developer · Multilingual (incl. EN/ZH) · Docs
- GraphRAG 文档
Source: Microsoft Research · Researcher · English · Docs
- Sentence Transformers 文档
Source: UKPLab / Hugging Face · Developer · English · Docs
- 动手学大模型应用开发 llm-universe
Source: Datawhale · Beginner / Developer · Chinese · Repository
AI coding tools
Scenario: Share rules and skills across agents
- AGENTS.md
Source: agents.md 社区 · Developer · English · Docs
- Claude Code 文档
Source: Anthropic · Developer · Multilingual (incl. EN/ZH) · Docs
- Claude Code 常用工作流
Source: Anthropic · Developer · English · Docs
- Claude Code 最佳实践
Source: Anthropic · Developer · English · Docs
- Claude Code 101
Source: Anthropic · Developer · English · Interactive course
- Claude Code in action
Source: Anthropic · Developer · English · Interactive course
- Cursor 文档
Source: Cursor · Developer · Multilingual (incl. EN/ZH) · Docs
- Cursor Learn
Source: Cursor · Beginner / Developer · English · Interactive course
- GitHub Copilot 文档
Source: GitHub · Developer · Multilingual (incl. EN/ZH) · Docs
- Microsoft Learn: GitHub Copilot 学习路径
Source: Microsoft Learn · Beginner / Developer · Multilingual (incl. EN/ZH) · Interactive course
- GitHub Skills / GitHub Learn
Source: GitHub · Beginner · English · Interactive course
- Mastering GitHub Copilot for Paired Programming
Source: Microsoft · Developer · Multilingual (incl. EN/ZH) · Repository
- OpenAI Codex CLI 文档
Source: OpenAI · Developer · English · Docs
- Gemini CLI 文档
Source: Google · Developer · English · Docs
- Aider 文档
Source: Aider · Developer · English · Docs
- Cline 文档
Source: Cline · Developer · English · Docs
- Windsurf / Devin Desktop 文档
Source: Windsurf · Developer · English · Docs
- 通义灵码 帮助文档
Source: 阿里云 · Developer · Chinese · Docs
- Trae 文档
Source: 字节跳动 · Developer · Chinese & English · Docs
- Vibe Coding 101 with Replit
Source: DeepLearning.AI / Replit · Beginner · English · Video
- Claude Code: A Highly Agentic Coding Assistant
Source: DeepLearning.AI / Anthropic · Developer · English · Video
- easy-vibe 编程教程
Source: Datawhale · Beginner · Chinese · Repository · Non-commercial licence: link only
- GitHub Copilot App for Beginners
Source: GitHub · Beginner / Developer · English · Repository
- Cursor Quickstart
Source: Cursor · Beginner · English · Docs
MCP
Scenario: Connect tools to agents (MCP, CLI, auth)
- Model Context Protocol 官方文档
Source: MCP / Linux Foundation · Developer · English · Docs
- MCP 快速开始：构建服务器
Source: MCP · Developer · English · Docs
- Hugging Face MCP Course
Source: Hugging Face / Anthropic · Developer · Multilingual (incl. EN/ZH) · Interactive course
- huggingface/mcp-course
Source: Hugging Face · Developer · English · Repository
- Introduction to Model Context Protocol
Source: Anthropic · Developer · English · Interactive course
- Model Context Protocol: Advanced topics
Source: Anthropic · Developer · English · Interactive course
- MCP for Beginners
Source: Microsoft · Beginner / Developer · Multilingual (incl. EN/ZH) · Repository
- MCP: Build Rich-Context AI Apps with Anthropic
Source: DeepLearning.AI / Anthropic · Developer · English · Video
- modelcontextprotocol/servers
Source: MCP · Developer · English · Repository
- Claude Code MCP 文档
Source: Anthropic · Developer · English · Docs
- Cursor MCP 文档
Source: Cursor · Developer · English · Docs
- VS Code 使用 MCP 服务器
Source: Microsoft · Developer · English · Docs
- FastMCP 文档
Source: FastMCP · Developer · English · Docs
- Hugging Face Context Course：MCP 单元
Source: Hugging Face · Developer · English · Interactive course
Inference & deployment
Scenario: Switch models: your own key, Chinese or local models · Run models on your own machine
- Ollama 文档
Source: Ollama · Beginner / Developer · English · Docs
- handy-ollama 动手学 Ollama
Source: Datawhale · Beginner · Chinese · Repository · Non-commercial licence: link only
- vLLM 文档
Source: vLLM · Developer · English · Docs
- SGLang 文档
Source: SGLang · Developer · English · Docs
- llama.cpp
Source: ggml-org · Developer · English · Repository
- llm-deploy 大模型推理部署
Source: Datawhale · Developer · Chinese · Repository · Non-commercial licence: link only
- Hugging Face Transformers 文档
Source: Hugging Face · Developer · Multilingual (incl. EN/ZH) · Docs
- LM Studio 文档
Source: LM Studio · Beginner · English · Docs
- Apple Machine Learning Research / Core ML 文档
Source: Apple · Developer · English · Docs
- MLX 文档
Source: Apple ML Research · Developer · English · Docs
Evaluation
Scenario: Evaluate and monitor AI quality
- OpenAI Evals 指南
Source: OpenAI · Developer · English · Docs
- Anthropic: Define success criteria and build evaluations
Source: Anthropic · Developer · English · Docs
- Hugging Face Evaluation Guidebook
Source: Hugging Face · Developer / Researcher · English · Repository · Non-commercial licence: link only
- lm-evaluation-harness
Source: EleutherAI · Researcher · English · Repository
- OpenCompass 文档
Source: 上海 AI 实验室 · Researcher · Chinese & English · Docs
- Evaluating and Debugging Generative AI
Source: DeepLearning.AI / W&B · Developer · English · Video
- Hamel Husain: Your AI Product Needs Evals
Source: Hamel Husain · Developer · English · Docs
- Inspect AI 文档
Source: UK AI Security Institute · Researcher · English · Docs
- promptfoo 文档
Source: promptfoo · Developer · English · Docs
- Evaluating AI Agents
Source: DeepLearning.AI · Developer · English · Video
- ai-evals-course/recipe-chatbot
Source: ai-evals-course · Developer · English · Repository
Safety & ethics
Scenario: Let agents run safely
- BlueDot Impact AI Alignment 课程
Source: BlueDot Impact · Researcher · English · Interactive course
- BlueDot Impact AI Governance 课程
Source: BlueDot Impact · Beginner / Researcher · English · Interactive course
- AI Safety, Ethics and Society 教材
Source: Center for AI Safety / Dan Hendrycks · Beginner / Researcher · English · Book
- OWASP Top 10 for LLM Applications
Source: OWASP GenAI Security Project · Developer · Multilingual (incl. EN/ZH) · Docs
- MITRE ATLAS
Source: MITRE · Developer / Researcher · English · Docs
- NIST AI Risk Management Framework
Source: NIST · Developer / Researcher · English · Docs
- Lakera Gandalf / Agent Breaker 提示注入游戏
Source: Lakera · Beginner · English · Interactive course
- Anthropic Responsible Scaling Policy
Source: Anthropic · Researcher · English · Docs
- Google AI Principles 与负责任 AI 实践
Source: Google AI · Developer · English · Docs
- Microsoft Responsible AI
Source: Microsoft · Developer · Multilingual (incl. EN/ZH) · Docs
- Red Teaming LLM Applications
Source: DeepLearning.AI / Giskard · Developer · English · Video
- AI Alignment Forum
Source: Alignment Forum · Researcher · English · Docs
- EU AI Act Explorer
Source: Future of Life Institute · Beginner / Developer · Multilingual · Docs
- 生成式人工智能服务管理暂行办法
Source: 国家网信办 · Developer · Chinese · Docs
- Ethics of AI (赫尔辛基大学 MOOC)
Source: 赫尔辛基大学 · Beginner · English · Interactive course
- Simon Willison: Prompt injection 系列
Source: Simon Willison · Developer · English · Docs
- Kaggle: Intro to AI Ethics
Source: Kaggle · Beginner · English · Interactive course
- 人工智能伦理与安全
Source: 浙江大学 / 中国大学MOOC · Beginner · Chinese · Video
- 人工智能安全 (CNMOOC)
Source: 好大学在线 CNMOOC（上海交大平台） · Developer · Chinese · Video
Industry applications
Scenario: Learn AI (roadmaps, tutorials)
- Stanford Law AI Learning Hub
Source: 斯坦福法学院 · Beginner · English · Docs
- AI in Healthcare MOOC (KU Leuven)
Source: KU Leuven · Beginner · English · Interactive course
- AI for Medicine Specialization
Source: DeepLearning.AI · Developer · English · Video
- AI for Good Specialization
Source: DeepLearning.AI · Beginner · English · Video
- Google: AI for Science (DeepMind)
Source: Google DeepMind · Beginner · English · Docs
- AlphaFold 教程 (EMBL-EBI Training)
Source: EMBL-EBI · Researcher · English · Interactive course
- Deep Learning for Molecules & Materials
Source: Andrew D. White · Researcher · English · Book
- ML for Trading / Machine Learning for Algorithmic Trading 代码
Source: Stefan Jansen · Developer · English · Repository
- Qlib 文档
Source: Microsoft · Developer · English · Docs
- AI Fluency for educators
Source: Anthropic · Beginner · English · Interactive course
- Google: Generative AI for Educators
Source: Google / MIT RAISE · Beginner · English · Video
- MIT RAISE 资源
Source: MIT RAISE · Beginner · English · Docs
- Day of AI
Source: MIT RAISE · Beginner · English · Interactive course
- Agents Without the Hype
Source: 斯坦福法学院 AI Learning Hub · Beginner · English · Interactive course
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