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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

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

Development

Contributing
Changelog

Repository
Suggest edit
Open issue

.rst

LLM Uncertainty

LLM Uncertainty#

See the 08_llm_uncertainty.ipynb notebook for a full tutorial.

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Distribution Shift Detection

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Contributing

By Stephan Rabanser

© Copyright 2026, Stephan Rabanser.

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