Manifold

Uber's Manifold is a model-agnostic visual debugging tool for machine learning that helps practitioners identify underperforming data subsets and understand feature distribution differences. It provides performance comparison and feature attribution views to detect where models make inaccurate predictions and explain potential causes of poor performance.

AI named Manifold from November 2025 to September 2026.