Overview
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Explore the revolutionary Graph RAG from Microsoft in this 11-minute video tutorial. Learn about Retrieval-Augmented Generation (RAG), compare Basic RAG with Graph RAG, and discover how to implement this advanced system in your applications. Follow a step-by-step guide to set up Graph RAG, understand its key features including entity extraction, hierarchy extraction, graph embedding, community summarization, and topic detection. Gain insights into the advantages of Graph RAG over traditional methods, and learn how to configure API keys, initialize your project, upload and process data, and run queries for high-quality answers. Dive into topics such as global vs. local search, and get access to useful resources including documentation and code repositories. Perfect for developers and AI enthusiasts looking to enhance their knowledge of cutting-edge retrieval-augmented generation strategies.
Syllabus
Introduction to Graph RAG
Basics of RAG
Understanding Graph RAG
Setting Up Graph RAG
Integrating Graph RAG with Your Application
Running Queries and Extracting Data
Global vs. Local Search
Conclusion and Next Steps
Taught by
Mervin Praison