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2 February 2025
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2025年将是AI智能体的时代，以下是您开始构建AI智能体所需的课程：
Level 1: 生成式AI与RAG基础
- 生成式AI简介
- 《生成式AI面向所有人》by Andrew Ng（DeepLearning.AI）
- https://www.deeplearning.ai/courses/generative-ai-for-everyone/
- 大型语言模型（LLMs）基础
- 《H2O ai大型语言模型（LLMs）- Level 1》by Coursera和H2O.ai
- https://www.coursera.org/learn/h2o-ai-large-language-models-llms-level-1
- 提示工程基础
- 《ChatGPT提示工程师开发者课程》by DeepLearning.AI和OpenAI
- https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/
- 数据处理与处理
- 《为LLM应用处理非结构化数据》by DeepLearning.AI和unstructured.io
- https://www.deeplearning.ai/short-courses/preprocessing-unstructured-data-for-llm-applications/
- API包装器简介
- 《生成式AI API入门专门化》by Coursera和Codio
- https://www.coursera.org/specializations/codio-generative-ai
- RAG基础
- 《检索增强生成（RAG）简介》by Coursera
- https://www.coursera.org/learn/introduction-to-retrieval-augmented-generation-rag
Level 2: AI智能体专门化
- AI智能体简介
- 《使用RAG和LangChain的AI智能体基础》by Coursera和IBM
- https://www.coursera.org/learn/fundamentals-of-ai-agents-using-rag-and-langchain
- 探索智能体框架
- 《用于LLM应用开发的LangChain》by DeepLearning.AI和LangChain
- https://www.deeplearning.ai/short-courses/langchain-for-llm-application-development/
- 构建简单的AI智能体
- 《从零开始构建自主AI智能体（Python）》by Udemy
- https://www.udemy.com/course/build-autonomous-ai-agents-from-scratch-with-python/
- 理解智能体工作流
- 《AI智能体设计模式与AutoGen》by Coursera和Microsoft
- https://www.coursera.org/projects/ai-agentic-design-patterns-with-autogen
- 学习智能体记忆
- 《LLMs作为操作系统：智能体记忆》by DeepLearning.AI和Letta
- https://www.deeplearning.ai/short-courses/llms-as-operating-systems-agent-memory/
- 评估智能体性能
- 《构建智能故障排除智能体》by Coursera和Microsoft
- https://www.coursera.org/learn/building-intelligent-troubleshooting-agents
- 与多个智能体协作
- 《多AI智能体系统与crewAI》by DeepLearning.AI和CrewAI
- https://www.deeplearning.ai/short-courses/multi-ai-agent-systems-with-crewai/
- 在智能体中实施RAG
- 《构建和评估高级RAG应用》by DeepLearning.AI、LlamaIndex和TruEra
- https://www.deeplearning.ai/short-courses/building-evaluating-advanced-rag/
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