Guides

How to visualize embeddings
How to visualize embeddings with UMAP, tSNE and Atlas

Improve Model Performance
Visualize embedding distributions to improve your AI model representations
Building RAG Applications
Learn how to use Atlas for efficient semantic search and retrieval in your AI applications
Image Classification
Use Atlas's multimodal capabilities to create and evaluate image classification models
Fast Retrieval
Learn how to optimize performance by reducing embedding dimensions while maintaining accuracy
RAG Over PDFs with Nomic Embed Multimodal
Retrieve relevant PDF pages using Nomic Embed Multimodal
RAG Over PDFs with ColNomic Embed Multimodal
Retrieve relevant PDF pages using ColNomic Embed Multimodal, a multi-vector late interaction model

Using UMAP with Atlas
Learn how to use and configure UMAP dimensionality reduction in Nomic Atlas