You're reading from Unlocking Data with Generative AI and RAG Enhance generative AI systems by integrating internal data with large language models using RAG

Product type Paperback

Published in Sep 2024

Publisher Packt

ISBN-13 9781835887905

Length 346 pages

Edition 1st Edition

Concepts

GPT/LLMs

Author (1):

Keith Bourne

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Table of Contents (20) Chapters

Preface

1. Part 1 – Introduction to Retrieval-Augmented Generation (RAG) FREE CHAPTER

2. Chapter 1: What Is Retrieval-Augmented Generation (RAG)

3. Chapter 2: Code Lab – An Entire RAG Pipeline

4. Chapter 3: Practical Applications of RAG

5. Chapter 4: Components of a RAG System

6. Chapter 5: Managing Security in RAG Applications

7. Part 2 – Components of RAG

8. Chapter 6: Interfacing with RAG and Gradio

9. Chapter 7: The Key Role Vectors and Vector Stores Play in RAG

10. Chapter 8: Similarity Searching with Vectors

11. Chapter 9: Evaluating RAG Quantitatively and with Visualizations

12. Chapter 10: Key RAG Components in LangChain

13. Chapter 11: Using LangChain to Get More from RAG

14. Part 3 – Implementing Advanced RAG

15. Chapter 12: Combining RAG with the Power of AI Agents and LangGraph

16. Chapter 13: Using Prompt Engineering to Improve RAG Efforts

17. Chapter 14: Advanced RAG-Related Techniques for Improving Results

18. Index

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19. Other Books You May Enjoy

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

action edge 241

adaptive retrieval 102

agent state 239, 240

AI2 Reasoning Challenge (ARC) 162

AI agents 232, 233

edges 241-245

nodes 241-245

AI Incident Database 76

AI Vulnerability Database (AVID) 77

Amazon Web Services (AWS) 115

ANN-Benchmarks 161

answer correctness 180

answer similarity 181

API keys

securing 77-79

Approximate Nearest Neighbors (ANN) 149, 150, 161, 200

Approximate Nearest Neighbors Oh Yeah (ANNOY) 155, 161

artificial intelligence (AI) 3

Azure AI Search 155

bag-of-words 135

Ball trees 151

basic retriever 195

Beautiful Soup 4 23

BERT 112-114

Best Matching 25 (BM25) 135

biased prompts 75

Bilingual Evaluation Understudy (BLEU) 184

black box challenge 71

Blue Team defend 82-85

BM25...

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Table of Contents (20) Chapters

Index

Authors (1)

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Table of Contents (20) Chapters

Index

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