RAG Fundamentals and Advanced Techniques – Full Course

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

For the first fundamentals of the RAG part of the course, here's the GitHub link: github.com/pdichone/rag-intro-chat-with-docs
For the advanced RAG Techniques part of the course, here's the GitHub link: github.com/pdichone/advanced-rag-techniques

❤️ Try interactive AI courses we love, right in your browser: scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba)

⭐️ 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


🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama

--

Learn to code for free and get a developer job: www.freecodecamp.org/

Read hundreds of articles on programming: freecodecamp.org/news