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Ask the Graph: How Knowledge Graphs Helps Generative AI Models Answer Questions

Toronto Machine Learning Series (TMLS) 220 lượt xem 6 months ago
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Speaker:
Michael Havey, Senior Solutions Architect, Amazon Web Services

Abstract:
Generative AI has taken the world by storm. The Retrieval Augmented Generation (RAG) pattern has emerged as an effective way to incorporate your organization's data to provide current, accurate answers to questions that users ask a Large Language Model (LLM) Knowledge Graphs make RAG even more accurate and helpful. The secret sauce: relationships! I describe what a Knowledge Graph is, why it has long been a great database to answer questions, and how it can help an LLM using a pattern called Graph RAG. I present examples of Graph RAG in action from industries such as finance and healthcare.

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