RAG Fundamentals and Advanced Techniques – Full Course

Post Content

​ 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 @BuildAppsWithPaulo

? 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

? 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: https://www.freecodecamp.org

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

#programming #freecodecamp #learn #learncode #learncoding