Welcome

Dear Reader,

Thank you for purchasing the MEAP for Knowledge Graph-Enhanced RAG. This book, authored by Tomaž Bratanič and Oskar Hane, explores how knowledge graphs can significantly enhance the accuracy, performance, and traceability of Retrieval Augmented Generation systems in Generative AI applications.

We delve into practical methodologies for grounding LLMs using both structured and unstructured data, and provide comprehensive guidance on building a GraphRAG system from scratch. Our unique approach combines years of experience in graphs, machine learning, and application development to introduce stable architectural patterns in a rapidly evolving field.

In this book, you will:

Implement a GraphRAG system without existing frameworks. Extract and utilize structured knowledge from textual data. Develop applications that integrate vector-based and graph-based retrieval methods. We are excited to share our insights and encourage you to participate in the liveBook Discussion Forum. Your feedback is crucial for refining our content and furthering collective understanding.

Thank you once again for your interest and support.

Warm regards,

— Tomaž Bratanič & Oskar Hane