This folder contains Jupyter Notebooks that describe how to generate vector embeddings.
Select one of the following notebooks based on your preferred embedding model, and whether you're generating embeddings from new data or from data you already have in MongoDB Atlas.
| Notebook | Description |
|---|---|
| open-source-new-data | Generate embeddings from new data using an open-source embedding model |
| open-source-existing-data | Generate embeddings from existing data in Atlas using an open-source embedding model |
| voyage-new-data | Generate embeddings from new data using an embedding model from Voyage AI |
| voyage-existing-data | Generate embeddings from existing data in Atlas using an embedding model from Voyage AI |
| openai-new-data | Generate embeddings from new data using an embedding model from OpenAI |
| openai-existing-data | Generate embeddings from existing data in Atlas using an embedding model from OpenAI |