RAG Fundamentals and Advanced Techniques – Full Course

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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 @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

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