Continuing from last week, join Angelina and Mehdi, for an introduction to Augmented RAG with Knowledge Graph (KG). Today we answer the question: How to integrate knowledge graph with your RAG systems?

Who's Angelina:   / meetangelina  
Who's Mehdi:   / mehdiallahyari  

00:00 Intro
00:39 How to integrate KG with RAG?
00:49 Architecture diagram of RAG + KG
01:25 Are we doing 2 searches in parallel?
03:33 How do Knowledge Graph augment retrieval?
03:54 Explicit facts
06:40 Contextual details
07:33 Network structure
09:49 Multihop reasoning
11:30 Explainability
12:10 Diverse and complex queries
13:00 Personalization
13:37 Graph database versus vector database
20:27 Vector dbs do not support graphs just yet
20:49 Construction of KG and challenges dealing with KG
23:25 How to combine RAG with KG highlevel recap


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