Embedding Atlas

A tool that provides interactive visualizations for large embeddings, allowing you to visualize, cross-filter, and search embeddings and metadata.

Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.

Overview

Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.

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

Comments

Embedding Atlas
Resource Info
Author Apple
Added Date 2025-08-10
Type
Tool
Tags
Utility RAG Development