PostgreSQL as a Vector Database: Part 1, Getting Started With pgvector скачать в хорошем качестве

PostgreSQL as a Vector Database: Part 1, Getting Started With pgvector

We all know PostgreSQL as a relational database for transactional workloads. But, at the same time, PostgreSQL can also be used as a vector database. It possesses all the essential capabilities needed for general-purpose AI applications. In this hands-on, practical guide, we're starting with the basics. By building an AI app for Airbnb listings, we’ll learn how to store and work with vectorized data in PostgreSQL. 0:00 Postgres as a vector database 0:34 Architecture of a sample AI app 1:50 Application settings 2:30 Testing the Chat Completions API mode 4:14 Loading Airbnb data set and enabling pgvector 7:20 Implementing embedding generation logic 9:23 Generating embeddings with OpenAI 11:09 Implementing similarity search logic for Postgres 14:58 Displaying a list of Airbnb recommendations Resources: The final version of the app: https://github.com/YugabyteDB-Samples... Curious to learn even more about databases? Follow me here: Medium:   / magda7817   Twitter:   / denismagda