Get Ahead in Your RAG! Must-Know Knowledge Graph Integration Secrets!

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 Multi-hop 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 high-level recap
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[@souravbarua3991]

Thank you for this video. Simple explanation about the knowledge graph. Please make more elaborate videos on the knowledge graph.

[@GeoffY2020]

Best of almost 30 RUclipss I've watched here in terms of clarity, some code demo would be fabulous 😻

[@dorothyban5102]

This is fantastic! Looking forward the video of code part of this advanced KG powered RAG.

[@user-zv8hn5qe9y]

fantastic video！hope the best baseline code❤❤

[@nogool111]

great video. Can't wait for the part 3 where we look into coding

[@sumitpawar000]

I am trying to implement RAG using KGs and compare results with traditional RAG approach.
This is a very informative video to start with basics 🙂
Thank you 🙏 ❤

[@Anonymous-bu9ch]

hey i am also doing the same, please share some details as i am new to this field

[@MattJonesYT]

Cutting edge stuff, fantastic!

[@techietoons]

Hi, I have some follow up questions.
1. Are you creating embedding for KG as well.
2. How are you selecting relevant nodes from KG? based on user query.
3. How is the embedding from Vector DB and KG are combined and sent as prompt to LLM?

[@weixu6042]

Could you tell me what software was used to create the mind maps in the video? Thanks!

[@MehdiAllahyari]

which mind map? Can you mention the timestamp of the video?

[@TwoSetAI]

@@weixu6042 if you are talking about the diagram at the beginning, it’s from the paper