Adventures in DevOps

Vector Databases Explained: From E-commerce Search to Molecule Research


Listen Later

Share Episode ⸺ Episode Sponsor: Attribute - https://dev0ps.fyi/attribute

Jenna Pederson, Staff Developer Relations at Pinecone, joins us to close the loop on Vector Databases. Demystifies how they power semantic search, their role in RAG, and also unexpected applications.

Jenna takes us beyond the buzzword bingo, explaining how vector databases are the secret sauce behind semantic search. Sharing just how "red shirt" gets converted into a query that returns things semantically similar. It's all about turning your data into high-dimensional numerical meaning, which, as Jenna clarifies, is powered by some seriously clever math to find those "closest neighbors."

The conversation inevitably veers into Retrieval-Augmented Generation (RAG). Jenna reveals how databases are the unsung heroes giving LLMs real brains (and up-to-date info) when they're prone to hallucinating or just don't know your company's secrets. They complete the connection from proprietary and generalist foundational models to business relevant answers.

💡 Notable Links:
  • Episode: MCP: The Model Context Protocol and Agent Interactions
  • Crossing the Chasm
🎯 Picks:
  • Warren - HanCenDa USB C Magnetic adapter
  • Jenna - Keychron Alice Layout Mechanical keyboard (And get a 5% discount on us)
...more
View all episodesView all episodes
Download on the App Store

Adventures in DevOpsBy Will Button, Warren Parad

  • 4.4
  • 4.4
  • 4.4
  • 4.4
  • 4.4

4.4

18 ratings


More shows like Adventures in DevOps

View all
The New Stack Podcast by The New Stack

The New Stack Podcast

32 Listeners

Software Engineering Radio - the podcast for professional software developers by team@se-radio.net (SE-Radio Team)

Software Engineering Radio - the podcast for professional software developers

273 Listeners

The Cloudcast by Massive Studios

The Cloudcast

150 Listeners

Syntax - Tasty Web Development Treats by Wes Bos & Scott Tolinski - Full Stack JavaScript Web Developers

Syntax - Tasty Web Development Treats

988 Listeners

DevOps Paradox by Darin Pope & Viktor Farcic

DevOps Paradox

25 Listeners

DevOps Sauna from Eficode by Eficode

DevOps Sauna from Eficode

2 Listeners

Hard Fork by The New York Times

Hard Fork

5,537 Listeners

Beyond Coding by Patrick Akil

Beyond Coding

0 Listeners

Network Automation Nerds by Packet Pushers

Network Automation Nerds

5 Listeners