4.2 • 653 Ratings
🗓️ 3 October 2024
⏱️ 41 minutes
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0:00.0 | MongoDB Atlas is a managed noSQL database that uses JSON-like documents with optional schemas. |
0:06.5 | The platform recently released new vector search capabilities to facilitate building AI capabilities. |
0:12.2 | Ben Flast is the director of product management at MongoDB. |
0:16.0 | He joins the show to talk about the company's developments with vector search. |
0:19.8 | This episode is hosted by Lee |
0:21.9 | Acheson. Lee Acheson is a software architect, author, and thought leader on cloud computing |
0:28.0 | and application modernization. His bestselling book, Architecting for Scale, is an essential |
0:33.6 | resource for technical teams looking to maintain high availability and manage risk in |
0:38.7 | their cloud environments. Lee is the host of his podcast, Modern Digital Business, produced for |
0:44.1 | people looking to build and grow their digital business. Listen at MDB.fm. Follow Lee at |
0:50.9 | software architecture insights.com and see all his content at leeatchison.com. |
1:08.9 | Ben, welcome to Software Engineering Daily. |
1:12.1 | Thanks. It's great to be here. |
1:13.6 | So let's start out with what is vector search. |
1:18.2 | And I know we're going to get into the discussion about embeddings and things like that. |
1:21.7 | But let's start out with just a basic of what is a vector and what is vector search. |
1:27.2 | Yeah, absolutely. So, long going to be aside, |
1:30.4 | vectors are high dimensional representations of underlying data, right? And so the way you produce a |
1:37.7 | vector is you take some piece of data, whether it's text or audio or image, and you send it |
1:43.8 | through an embedding model. |
1:45.2 | And out the other end comes a vector, which is a series of decimals or zeros and ones that |
1:51.2 | is a representation of that underlying data. And so that's what a vector is. |
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