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incerto: Uncertainty Quantification for Machine Learning

User Guide

Overview
Installation
Quick Start
Which Method Should I Use?
Calibration Guide
Out-of-Distribution Detection Guide
Conformal Prediction Guide
Selective Prediction Guide
LLM Uncertainty Quantification Guide
Bayesian Deep Learning Guide
Active Learning Guide
Distribution Shift Detection Guide

API Reference

Calibration
Out-of-Distribution Detection
Conformal Prediction
Selective Prediction
LLM Uncertainty
Bayesian Deep Learning
Active Learning
Distribution Shift Detection
Data Utilities
Utilities

Examples

Selective Prediction
Bayesian Uncertainty
Active Learning
Distribution Shift Detection

Development

Contributing
Changelog

Repository
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.rst

Bayesian Uncertainty

Bayesian Uncertainty#

See the 05_bayesian_uncertainty.ipynb notebook for a full tutorial.

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Selective Prediction

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Active Learning

By Stephan Rabanser

© Copyright 2025, Stephan Rabanser.

incerto - Uncertainty Quantification for Machine Learning
Latin: uncertain, doubtful, unsure