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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 💻 RAG Beyond Basics Course: https://prompt-s-site.thinkific.com/c... Let's Connect: 🦾 Discord:   / discord   ☕ Buy me a Coffee: https://ko-fi.com/promptengineering |🔴 Patreon:   / promptengineering   💼Consulting: https://calendly.com/engineerprompt/c... 📧 Business Contact: [email protected] Become Member: http://tinyurl.com/y5h28s6h 💻 Pre-configured localGPT VM: https://bit.ly/localGPT (use Code: PromptEngineering for 50% off). Signup for Newsletter, localgpt: https://tally.so/r/3y9bb0 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 All Interesting Videos: Everything LangChain:    • LangChain   Everything LLM:    • Large Language Models   Everything Midjourney:    • MidJourney Tutorials   AI Image Generation:    • AI Image Generation Tutorials