Upstash Serverless Vector Database and OpenAI Text Embedding 3 in Node.JS

About this video

In this tutorial, we explore how to get started with the newly released serverless vector database from Upstash, together with the new open AI embeddings. The tutorial provides a detailed guide on setting up everything within Node.js, creating an account, and setting up a vector database on Upstash. It further explores the generation of embeddings for given texts, selecting dimension sizes, installing dependencies, as well as initialising and querying the vector database. It also demonstrates how to interact with a retrieval augmented generation, including sending top results to GPT-3.5 Turbo and querying the database. Repo: Coming soon! 00:00 Introduction to Upstash and OpenAI 00:18 Setting Up an Account on Upstash 00:53 Choosing the Size of Dimensions 01:15 Setting Up Workspace in VS Code 02:33 Creating Embeddings for Text 03:50 Splitting Text and Upserting Data 04:55 Querying the Vector Database 05:48 Interacting with Language Models 07:27 Running the Functions and Interacting with GUI 09:09 Conclusion and Next Steps Connect and Support I'm the developer behind Developers Digest. If you find my work helpful or enjoy what I do, consider supporting me. Here are a few ways you can do that: Patreon: Support me on Patreon at patreon.com/DevelopersDigest Buy Me A Coffee: You can buy me a coffee at buymeacoffee.com/developersdigest Website: Check out my website at developersdigest.tech Github: Follow me on GitHub at github.com/developersdigest Twitter: Follow me on Twitter at twitter.com/dev__digest