Get Ahead in Your RAG! Must-Know Knowledge Graph Integration Secrets!
1.3 هزار بار بازدید -
2 ماه پیش
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Continuing from last week, join
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: LinkedIn: MeetAngelina
Who's Mehdi: LinkedIn: 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
🧰 Our video editing tool is this one!: https://get.descript.com/nf5cum9nj1m8
🦄 Any specific contents you wish to learn from us? Sign up here: https://noteforms.com/forms/twosetai-...
🖼️ Blogpost for today: https://open.substack.com/pub/mlnotes...
📬 Don't miss out on the latest updates - Subscribe to our newsletter: https://mlnotes.substack.com/
📚 If you'd like to learn more about RAG systems, check out our book on the RAG system: https://angelinamagr.gumroad.com/
🕴️ Our consulting firm: We help companies that don't want to miss the boat of the current wave of AI advancement by integrating these solutions into their business operations and products. https://www.transformaistudio.com/
Stay tuned for more content! 🎥 Thanks you for watching! 🙌
Who's Angelina: LinkedIn: MeetAngelina
Who's Mehdi: LinkedIn: 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
🧰 Our video editing tool is this one!: https://get.descript.com/nf5cum9nj1m8
🦄 Any specific contents you wish to learn from us? Sign up here: https://noteforms.com/forms/twosetai-...
🖼️ Blogpost for today: https://open.substack.com/pub/mlnotes...
📬 Don't miss out on the latest updates - Subscribe to our newsletter: https://mlnotes.substack.com/
📚 If you'd like to learn more about RAG systems, check out our book on the RAG system: https://angelinamagr.gumroad.com/
🕴️ Our consulting firm: We help companies that don't want to miss the boat of the current wave of AI advancement by integrating these solutions into their business operations and products. https://www.transformaistudio.com/
Stay tuned for more content! 🎥 Thanks you for watching! 🙌
2 ماه پیش
در تاریخ 1403/03/10 منتشر شده
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