Embedding Projector: Interactive Visualization and Interpretation of Embeddings

TL;DR

The paper introduces the Embedding Projector, an interactive tool designed for visualizing and interpreting embeddings across various machine learning applications, aiding researchers in exploring embedding properties.

Contribution

It presents a novel interactive visualization tool that enables detailed exploration and interpretation of embeddings in machine learning.

Findings

Facilitates understanding of embedding structures

Supports various types of embeddings and datasets

Enhances interpretability of complex models

Abstract

Embeddings are ubiquitous in machine learning, appearing in recommender systems, NLP, and many other applications. Researchers and developers often need to explore the properties of a specific embedding, and one way to analyze embeddings is to visualize them. We present the Embedding Projector, a tool for interactive visualization and interpretation of embeddings.