Master Retrieval-Augmented Generation (RAG) Systems [NEW]

سرفصل های دوره

Unlock the Power of AI with the RAG Triad: Advanced Techniques in Information Retrieval, Response Generation

1. Introduction

1. Introduction

2. Course Structure

3. Development Environment Setup

2. Resource Download

1.1 Advanced Retrieval-Augmented Generation (RAG) and Agent-Based Architectures.pdf

1. Download Course Resources.html

3. RAG (Retrieval-Augmented Generation) Deep Dive - Naive RAG vs Advanced RAG

1. Introduction to RAG and the RAG Triad - Overview

2. What is RAG and Naive RAG Overview and Pitfalls

3. Deep Dive into Each Naive RAG Drawbacks

4. Advance RAG Deep Dive - Advanced Techniques

1. Advanced RaG Techniques - Intro to Expansion with Generated Answers

2. Hands-on - Expansion with Answers - Splitting Text

3. Embedding the Chunks and Showing Them

4. Adding Documents to the Vector Store and Performing Similarity Search

5. Generating the Answer & Concatenating the Relevant Documents

6. Plotting and Projecting the Embedded Results on Graph

7. Query Expansion with Generated Answers - Summary

5. Hands-on Advanced RAG Technique - Query Expansion with Multiple Queries

1. Query Expansion with Multiple Queries - Overview

2. Getting Generated Augmented Queries

3. Retrieving and Plotting Embeddings in a 2D Graph

4. CHALLENGE Your Turn

5. Expansion with Multiple Queries Downsides & Summary

6. Hands-on - Advances RAG Technique Re-Ranking with Cross-encoder

1. Re-ranking & Cross-encoder and Bi-encoders - Overview

2. Ranking Long-tail Results with Cross-encoder

3. Final Step - Pass the Ranked Documents through a LLM to Get Relevant Answer

4. Re-ranking Summary

7. Hands-on - Advances RAG Technique Dense Passage Retrieval DPR

1. Dense Passage Retrieval Overview

2. The DPR technique - Full Hands-on

3. DPR Summary

8. Other Advanced RAG Techniques

1. Other Techniques

9. Wrap up - Whats Next

1. Whats Next

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تولید کننده: Udemy