RAG in Action (By Zain Hasan at DeepLearning.ai)

View Course on DeepLearning.ai

Module 1: RAG Overview

M1L2  - Introduction to the course on "RAG"



M1L3 - Introduction to RAG



M1L4 - Applications of RAG



M1L5 - RAG Architecture Overview



M1L6 - Introduction to LLMs



M1L7 - Introduction to Information Retrieval



M1L8 - Quiz



Open Module-1 Labs

Module 2: Information Retrieval and Search Foundations

M2L1 - Introduction



M2L2 - Retriever Architecture Overview



M2L3 - Metadata Filtering



M2L4 - Keyword Search Using TF-IDF



M2L5 - Keyword Search - BM25



M2L6 - Semantic Search - Introduction



M2L7 - Hybrid Search



M2L8 - Evaluating Retrieval



M2L9 - Semantic Search - Embedding Model Deepdive



M2L10 - Quiz



Open Module-2 Labs

Module 3 - Information Retrieval with Vector Databases

Lecture Notes

Lab - Module 3

Quiz



Module 4 - LLMs and Text Generation

Lecture Notes

Lab - Module 4

Quiz



Module 5 - RAG Systems in Production

Lecture Notes

Lab - Module 5

Quiz