Retrieval Augmented Generation (RAG)

Learning Outcomes

• Understanding RAG components and implementation strategies
• Evaluating RAG systems and best practices
• Building effective RAG systems

Introduction

Learn about RAG, its components, and how to implement it effectively.

Core Concepts

• Why RAG?
• RAG Anatomy
• Types of RAG
• Paradigms of RAG
• Agentic RAG
• RAG vs Fine-tuning
• Open Source RAG Tools

Learning Resources

Roadmap

• RAG Implementation Roadmap

RAG Evaluation

• Advanced RAG Series: Generation Evaluation
• Getting Started with RAG Evaluation

Further Reading

• Practitioners Guide for RAG
• Understanding the Cost of RAG
• Build a Semantic Cache for RAG
• How to Use Hyde for Better RAG Retrieval
• Traditional RAG vs. Hyde: Visually Explained

Cookbook

• Athina AI’s Cookbook for RAG