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RAG with a Neo4j Knowledge Graph: How it Works and How to Set It Up

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In this video, Philipp Brunenberg explains how RAG (retrieval augmented generation) with a Neo4j Knowledge Graph works and how we can set it up on your laptop. He’ll also give a brief introduction on how we can customize the code from the GenAI Stack.

We’ll cover:
What is RAG?
How does RAG with a Neo4j Knowledge Graph work?
What are the benefits of using RAG & Neo4j?
How can I set up RAG with Neo4j using a Llama2 model and the GenAI Stack?

Links:
GenAI Walkthrough: https://bit.ly/4cxfPXW
Neo4j & GenAI: https://bit.ly/4cpAY6D
Github Repo: https://github.com/docker/genaistack
RAG Blogs: https://neo4j.com/developerblog/tagg...
LLM Blogs: https://neo4j.com/developerblog/tagg...
‪@philippbrunenberg‬ https://www.philippbrunenberg.de/

00:00 Introduction
00:29 What is RAG?
02:09 The Neo4j Vector Store
03:03 Augmenting LLM answers with RAG
04:50 Using the GenAIStack
06:37 GenAIStack Configuration
08:08 The compose file
09:47 Loading data into Neo4j
11:59 Using the chat frontend
15:30 Conclusion

#neo4j #graphdatabase #knowledgegraph #langchain #genai #rag #ollama

posted by vlaglyn30