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

View More author details

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

Why subscribe?

19. Other Books You May Enjoy

Red teaming

Red teaming is a security testing methodology that involves simulating adversarial attacks to proactively identify and mitigate vulnerabilities in RAG applications. With the red team approach, an individual or team takes the role of the red team and has the goal of attacking and finding vulnerabilities in a system. The opposing team is the blue team, who does their best to thwart this attack. It is very common in the IT security space, particularly in cyber security. The concept of red teaming originated in the military, where it has been used for decades to improve strategies, tactics, and decision-making. But much like in the military, your RAG application has the potential to be the target of adversaries that have ill intentions for the company, particularly the user data you are trusted to protect. When applied to RAG, red teaming can help improve security by proactively identifying and mitigating potential risks.

While red teaming is a widely accepted practice in...