Adrian Twarog’s OpenAI Embeddings and Vector Databases Crash Course

OpenAI Embeddings and Vector Databases Crash Course

1. Components:
   1. OpenAI’s ada-002
   2. Postman: an API platform for building and using APIs
   3. Single Store: Vector DB

• 00:00 - Introduction
• 00:10 - What are Embeddings and Vectors
• 02:14 - Setup OpenAI Embeddings
• 03:11 - Setup Postman API Requests to create Embeddings
• 03:55 - Create Embedding
• 06:55 - Create PDF or Document Embedding
• 07:43 - Vector Database - Setup with SingleStore
• 08:20 - Vector Database - Create Database
• 09:32 - Vector Database - Create Table
• 10:41 - Vector Database - Insert Embedding Row
• 13:25 - Vector Database - Search Embeddings
• 15:18 - Embedding function with JavaScript and NodeJS
• 18:08 - OpenAI and GPT Digital Book
• 18:29 - Conclusion