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GraphRAG (beyond the hype)

Practical AI

CHAPTER

Enhancing Retrieval with Graph and Vector Databases

This chapter explores the integration of graph databases and vector databases, particularly through the use of Kuzu and LanceDB, to improve information retrieval accuracy. The speaker highlights the significance of constructing quality graphs from unstructured data and discusses tools like Llama Index and SpaCy to create effective retrieval augmented generation (RAG) systems.

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