Uncertainty Python Packages

salib

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

pymatviz

A toolkit for visualizations in materials informatics.

timely-beliefs

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

uncertainty-toolbox

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

biorefineries

BioSTEAM's Premier Repository for Biorefinery Models and Results

round-using-error

Opinionated pretty output of values and their errors rounded based on error.

torch-uncertainty

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

welleng

A collection of Wells/Drilling Engineering tools, focused on well trajectory planning for the time being.

mmu

Python package for Model Metric Uncertainty estimation

ibug

Instance-based uncertainty estimation for gradient-boosted regression trees

intvalpy

IntvalPy -- a Python interval computation library

lolopy

A random forest

folktexts

Use LLMs to get classification risk scores on tabular tasks.

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.

monoloco

A 3D vision library from 2D keypoints: monocular and stereo 3D detection for humans, social distancing, and body orientation.

undate

A Python library for working with fuzzy, partial, or otherwise uncertain dates

sandy

Sampling nuclear data and uncertainty

uncertainty-datatypes

Uncertainty Datatypes Python Library

uncertainty-wizard

Uncertainty-Wizard is a plugin on top of tensorflow.keras, allowing to easily and efficiently create uncertainty-aware deep neural networks. Also useful if you want to train multiple small models in parallel.

suncal

Sandia PSL Uncertainty Calculator

ci-methods-analyser

Analyse efficacy of your own confidence interval (CI) methods

bootplot

Bootplot is a package for black-box uncertainty visualization.

pymeasurement

A Measurement Calculator with Fixed Point Precision, Uncertainties, and Units.