Uncertainty Python Packages

salib

Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and other methods.

pymatviz

A toolkit for visualizations in materials informatics.

uncertainty-toolbox

Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization

timely-beliefs

Model data as beliefs (at a certain time) about events (at a certain time).

biorefineries

BioSTEAM's Premier Repository for Biorefinery Models and Results

round-using-error

Output numbers +/- error with appropriate rounding.

torch-uncertainty

Open-source framework for uncertainty and deep learning models in PyTorch 🌱

folktexts

Use LLMs to get classification risk scores on tabular tasks.

welleng

A collection of Well Engineering tools

intvalpy

IntvalPy - a Python interval computation library (interval arithmetic)

mmu

Python package for Model Metric Uncertainty estimation

ibug

Instance-based uncertainty estimation for gradient-boosted regression trees

lolopy

A random forest

undate

A Python library for working with fuzzy, mixed-precision, or otherwise uncertain dates in multiple calendars

robustipy

Multiversal estimation for robust inference.

metrolopy

Tools for uncertainty propagation and measurement unit conversion — Outils pour la propagation des incertitudes et la conversion d'unités de mesure

doubt

Bringing back uncertainty to machine learning.

sandy

Sampling nuclear data and uncertainty

bootplot

bootplot is a package for black-box uncertainty visualization.

monoloco

A 3D vision library from 2D keypoints

ci-methods-analyser

Analyse efficacy of your own confidence interval (CI) methods

uncertainty-datatypes

Uncertainty Datatypes Python Library

evidential-deep-learning

Learn fast, scalable, and calibrated measures of uncertainty using neural networks!

suncal

Suncal - Sandia PSL Uncertainty Calculator