RAG Fundamentals and Advanced Techniques - Full Course

This course introduces retrieval-augmented generation and its core components, then builds a document-chat application. It examines the limitations of naive RAG and demonstrates advanced query expansion techniques using generated answers and multiple queries.

Syllabus

⌨️ Intro
⌨️ RAG Fundamentals
⌨️ Components of RAG
⌨️ RAG Deep Dive
⌨️ Building a RAG System - Build an Application for Chatting with Our Documents
⌨️ Using Advanced RAG Techniques - Overview
⌨️ Naive RAG Overview and Its Pitfalls
⌨️ Naive RAG Drawbacks Breakdown
⌨️ Advanced RAG Techniques as the Solution - Query Expansion with Generated Answers
⌨️ Query Expansion with Generated Answers - Hands-on
⌨️ Query Expansion Summary
⌨️ Query Expansion with Multiple Queries - Overview
⌨️ Query Expansion with multiple Queries - Hands-on
⌨️ Your Turn - Challenge
⌨️ The End - Next Steps