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所在平台: Udemy |
课程主页: https://www.udemy.com/course/rag-mcp-ai-agents-production-ready-retrieval-systems/
课程评论：没有评论
**课程名称**: RAG, MCP, AI Agents: 生产级检索系统 **课程概览**: 这门课程是您掌握检索增强生成（RAG）技术的终极指南，旨在帮助您构建能够每次都精准检索数据的强大AI应用程序，如同掌握一门编程语言后构建应用一样。您将从向量数据库的基础概念入手，学习它们如何存储、索引和高效检索数据，并掌握选择最适合您项目的向量数据库，包括 Weaviate 的自托管实践。 课程将引导您动手实践，用代码构建简单而强大的 RAG 实现，并利用 n8n 实现管道自动化。在此基础上，您将深入探索高级主题，如基于图像的检索、AI 驱动的图像对比，以及部署利用网站知识的编码助手 AI 代理团队。 此外，您还将学习QUERY expansion、Synonym expansion、Prompt caching、Index optimization、Contextual re-ranking 和 Multi-signal result re-ranking 等前沿的优化技术。 如果您已准备好提升您的AI开发技能，那么这门课程将是您的理想选择。
Mastering RAG is like building an application once you've grasped a programming language!Have you ever wondered how to build powerful AI applications that retrieve the perfect data every time? Want to master the technology behind ChatGPT's data fetching capabilities? Then you've come to the right place! Welcome to your ultimate guide to Retrieval-Augmented Generation (RAG), where you'll journey from the basics of Vector Databases to crafting advanced AI-driven pipelines. In this hands-on, step-by-step course, you'll first get comfortable with the core concepts of vector databases-understanding precisely how they store, index, and retrieve data efficiently. Then, you'll learn how to select the ideal vector database for your specific project, including practical guidance on self-hosting Weaviate.We won't stop there. You'll build simple yet powerful RAG implementations in code and even automate your pipelines using n8n. Once confident, you'll dive into advanced topics such as image-based retrieval, AI-driven image comparisons, and deploying a team of coding-assistant AI agents leveraging website-based knowledge.Excited yet? You'll also discover cutting-edge optimization techniques like Query Expansion, Synonym Expansion, Prompt Caching, Index Optimization, Contextual Re-ranking, and Multi-signal Result Re-ranking.If you're ready to level up your AI development skills, click play on our free trial video and peek inside. Are you ready to start your journey?
