Unlocking Data with Generative AI and RAG
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Unlocking Data with Generative AI and RAG

Enhance generative AI systems by integrating internal data with large language models using RAG

About the Book

Generative AI is helping organizations tap into their data in new ways, with retrieval-augmented generation (RAG) combining the strengths of large language models (LLMs) with internal data for more intelligent and relevant AI applications. The author harnesses his decade of ML experience in this book to equip you with the strategic insights and technical expertise needed when using RAG to drive transformative outcomes. The book explores RAG’s role in enhancing organizational operations by blending theoretical foundations with practical techniques. You’ll work with detailed coding examples using tools such as LangChain and Chroma’s vector database to gain hands-on experience in integrating RAG into AI systems. The chapters contain real-world case studies and sample applications that highlight RAG’s diverse use cases, from search engines to chatbots. You’ll learn proven methods for managing vector databases, optimizing data retrieval, effective prompt engineering, and quantitatively evaluating performance. The book also takes you through advanced integrations of RAG with cutting-edge AI agents and emerging non-LLM technologies. By the end of this book, you’ll be able to successfully deploy RAG in business settings, address common challenges, and push the boundaries of what’s possible with this revolutionary AI technique.

About the Author

Packt Publishing Ltd
Packt Publishing Ltd

Packt Publishing are an established global technical learning content provider, founded in Birmingham, UK with over twenty years’ experience in delivering premium rich content from ground-breaking authors on a wide range of emerging and popular technologies. Our titles have global relevance our multimedia portfolio includes over 9,000 books, e-books, audiobooks and video courses. www.packtpub.com

Table of Contents

  1. What Is Retrieval-Augmented Generation (RAG)
  2. Code Lab – An Entire RAG Pipeline
  3. Practical Applications of RAG
  4. Components of a RAG System
  5. Managing Security in RAG Applications
  6. Interfacing with RAG and Gradio
  7. The Key Role Vectors and Vector Stores Play in RAG
  8. Similarity Searching with Vectors
  9. Evaluating RAG Quantitatively and with Visualizations
  10. Key RAG Components in LangChain
  11. Using LangChain to Get More from RAG
  12. Combining RAG with the Power of AI Agents and LangGraph
  13. Using Prompt Engineering to Improve RAG Efforts
  14. Advanced RAG-Related Techniques for Improving Results

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