Graph RAG: Improving RAG with Knowledge Graphs

Discover Microsoft’s groundbreaking GraphRAG, an open-source system combining knowledge graphs with Retrieval Augmented Generation to improve query-focused summarization. I’ll guide you through setting it up on your local machine, demonstrate its functions, and evaluate its cost implications.

LINKS:
Graph RAG: https://tinyurl.com/y3f9cbnd
Github: https://github.com/microsoft/graphrag
GraphRAG flowchart: https://tinyurl.com/2s4ytcur
RAG flowchart: https://tinyurl.com/56mwzkk7
Community Creation: https://tinyurl.com/54n88c2j

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00:00 Introduction to GraphRAG and Its Cost Issue
00:44 Understanding Traditional RAG
01:46 Limitations of Traditional RAG
02:22 Introduction to GraphRAG
02:39 Technical Details of GraphRAG
05:46 Setting Up GraphRAG on Your Local Machine
06:22 Running the Indexing Process
12:00 Running Queries with GraphRAG
14:26 Cost Implications and Alternatives


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