From Postgres full text search to Retrieval Augmented Generative search | POSETTE 2024
Key Takeaways
Covers the evolution of Postgres full text search to retrieval augmented generative search using Azure capabilities
Original Description
Video of a conference talk about Postgres full text search and retrieval augmented generative search presented by Adam Wolk at POSETTE: An Event for Postgres 2024. This talk iterates through the design of an email search application, starting from basic search through Postgres full text search, semantic search, and finally retrieval augmented generation (RAG), a new AI capability enabled by Azure Database for PostgreSQL. And this talk will introduce you to Milly the Mailiphant, who is ready to help with any Postgres database questions you may have.
Through the session we cover designing the search document, FTS feature inner workings, the pgvector extension to Postgres, plus how to leverage the azure_ai extension to Azure Database for PostgreSQL.
Adam spent 7 years working with Oracle PL/SQL in the financial sector, from which he moved on to using PostgreSQL within a Golf startup for the next 4 years, later became an OpenBSD developer and spent 4 years at a FreeBSD-based company where he mostly worked with C on FreeBSD and began a deep dive into PostgreSQL internals. Long time database & infosec geek and a gamer, currently pushing at the edge of distributed SQL as a Principal Technical Program Manager for PostgreSQL at Microsoft.
Chapters:
00:00 - Intro
01:05 - Milly the Mailiphant
01:25 - Basic Search
02:40 - Full Text Search
07:09 - What is Semantic Search
11:56 - Retrieval Augmented Generation (RAG)
13:44 - Demo
📕 Everything you need to know about POSETTE: An Event for Postgres 2024 can be found at: https://aka.ms/posette
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Watch more POSETTE talks: https://aka.ms/posette-playlist-2024
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#PosetteConf #PostgreSQL #RAG
Presenters:
Adam Wolk, Principal Program Manager in Postgres @ Microsoft
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Chapters (7)
Intro
1:05
Milly the Mailiphant
1:25
Basic Search
2:40
Full Text Search
7:09
What is Semantic Search
11:56
Retrieval Augmented Generation (RAG)
13:44
Demo
🎓
Tutor Explanation
DeepCamp AI