Welcome to uq360’s documentation!

The Uncertainty Quantification 360 (UQ360) toolkit is an open-source Python package that provides a diverse set of algorithms to quantify uncertainty, as well as capabilities to measure and improve UQ to streamline the development process. We provide a taxonomy and guidance for choosing these capabilities based on the user’s needs. Further, UQ360 makes the communication method of UQ an integral part of development choices in an AI lifecycle. Developers can make a user-centered choice by following the psychology-based guidance on communicating UQ estimates, from concise descriptions to detailed visualizations.

For more information and installation instructions, see our GitHub page.

Package Reference:

• Algorithms
  • Intrinsic UQ Algorithms
  • Extrinsic UQ Algorithms
• Metrics
  • Classification Metrics
  • Regression Metrics
  • Uncertainty Characteristics Curve

Indices and tables

• Index

• Module Index

• Search Page