Preview Advanced RAG

Before Starting

Readme

Course Outline

Course Intro

Github Repo & Notes

Advanced RAG Notes

Introduction to RAG

Why is RAG Important

What is RAG

How RAG Works

Document Loaders

What are Document Loaders & How They Work?

Text Loader, CSV Loader and PDF Loader

JSON Loader, Web Loader, Recursive Web Loader

Text Splitters

What are Text Splitters, Text & Length Based Splitters

Advanced Text Splitter Techniques

Embedding Models

Vector Embeddings, Embedding Space and Distance Metrics

Embedding Vectors Dimensionality and Comparison between Proprietary and Open Source Embedding Models

Vector Stores

What are Vector Stores, Their Importance & CRUD Operations

Retrievers

Concept of Retrievers, Similarity Search Based, Threshold Based Retrievers

MMR Retriever for Diverse results

BM25 Retriever, Hybrid and Ensemble Retriever

Advanced Retrievers

Contextual Compression Retriever & Parent Document Retriever

Self Query Retriever & Multi Query Retriever

RAG Fusion

HYDE

Hyde

Corrective RAG

Corrective RAG (CRAG)

Self RAG

Agentic RAG

Agentic RAG Concept

Agentic RAG Implementation using LangGraph

Graph RAG

Graph Rag Theory

Graph Rag Code

RAGAS

RAG Assessment

Feedback

How to Get Certificate

Certificate & Feedback Form