RAG Fundamentals and Advanced Techniques – Full Course

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freeCodeCamp.org

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Published on August 1, 2024 2:32:49 PM ● Video Link: https://www.youtube.com/watch?v=ea2W8IogX80

Duration: 1:36:48

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This course will guide you through the basics of Retrieval-Augmented Generation (RAG), starting with its fundamental concepts and components. You'll learn how to build a RAG system for chatting with documents, explore advanced techniques, and understand the pitfalls of naive RAG.

✏️ Course created by @vincibits

💻 Code: https://github.com/pdichone/advanced-rag-techniques

⭐️ Contents ⭐️
⌨️ (0:00:00) Intro
⌨️ (0:02:22) RAG Fundamentals
⌨️ (0:03:21) Components of RAG
⌨️ (0:05:56) RAG Deep Dive
⌨️ (0:07:56) Building a RAG System - Build an Application for Chatting with Our Documents
⌨️ (0:32:52) Using Advanced RAG Techniques - Overview
⌨️ (0:36:07) Naive RAG Overview and Its Pitfalls
⌨️ (0:42:16) Naive RAG Drawbacks Breakdown
⌨️ (0:48:28) Advanced RAG Techniques as the Solution - Query Expansion with Generated Answers
⌨️ (0:54:23) Query Expansion with Generated Answers - Hands-on
⌨️ (1:16:21) Query Expansion Summary
⌨️ (1:17:44) Query Expansion with Multiple Queries - Overview
⌨️ (1:20:57) Query Expansion with multiple Queries - Hands-on
⌨️ (1:33:27) Your Turn - Challenge
⌨️ (1:35:19) The End - Next Steps


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