Changelog Master Feed GraphRAG (beyond the hype) (Practical AI #288)
Sep 25, 2024
Prashanth Rao, a returning guest and expert in graph data, dives into the world of GraphRAG. He discusses its hype versus reality, revealing practical use cases and benefits of graph databases in AI. The conversation covers how graph structures enhance complex data relationships, particularly in fields like healthcare and finance. Prashanth also explores the integration of graph and vector databases to improve information retrieval, showcasing a case study on Madame Curie to illustrate the power of knowledge graphs.
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7
Intro
00:00 • 5min
Exploring Graph Databases in AI
04:37 • 9min
Exploring Graph Data Structures and Speech Recognition
13:25 • 7min
Exploring Retrieval Augmented Generation
20:45 • 14min
Navigating the Retrieval-Augmented Generation Pipeline
34:30 • 3min
Enhancing Retrieval with Graph and Vector Databases
37:13 • 15min
Exploring Embedded Databases and Community Engagement
52:22 • 2min