Embedding Atlas: Compute & interactively visualize large embeddings

Looks like Apple is letting their research publish open source projects! If so — that’s great news for the OSS ecosystem.

Embedding Atlas Features:

  • 🏷️ Automatic data clustering & labeling: Interactively visualize and navigate overall data structure.

  • 🫧 Kernel density estimation & density contours: Easily explore and distinguish between dense regions of data and outliers.

  • 🧊 Order-independent transparency: Ensure clear, accurate rendering of overlapping points.

  • 🔍 Real-time search & nearest neighbors: Find similar data to a given query or existing data point.

  • 🚀 WebGPU implementation (with WebGL 2 fallback): Fast, smooth performance (up to few million points) with modern rendering stack.

  • 📊 Multi-coordinated views for metadata exploration: Interactively link and filter data across metadata columns.

Check out the demo — impressive this is all done in the browser!

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