Demo Flow
The demo flow is:

Setup: Import packages and set any required variables
Load data: Load a dataset and embed it using OpenAI embeddings
Qdrant
Setup: Here we'll set up the Python client for Qdrant. For more details go here
Index Data: We'll create a collection with vectors for titles and content
Search Data: We'll run a few searches to confirm it works
Once you've run through this notebook you should have a basic understanding of how to setup and use vector databases, and can move on to more complex use cases making use of our embeddings.