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).

mmu

Python package for Model Metric Uncertainty estimation

welleng

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

round-using-error

Output numbers +/- error with appropriate rounding.

torch-uncertainty

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

biorefineries

BioSTEAM's Premier Repository for Biorefinery Models and Results

ledge-lang

Experimental DSL for making unchecked AI uncertainty a static error.

folktexts

Evaluate uncertainty, calibration, accuracy, and fairness of LLMs on real-world survey data!

intvalpy

IntvalPy - a Python interval computation library (interval arithmetic)

ibug

Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees

bootplot

Bootplot is a package for black-box uncertainty visualization.

certflow

Certified route planning under drifting costs: conformal certificates (LB<=OPT<=UB), certificate-directed sensing, proof-gated ns-us preprocessing, and an observable-coverage layer (WATCH + Shiryaev-Roberts). 250 tests, validated on real METR-LA.

metrolopy

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

lolopy

Python wrapper for the Lolo machine learning library

doubt

Bringing back uncertainty to machine learning.

undate

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

sandy

Sampling nuclear data and uncertainty

monoloco

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

suncal

Suncal - Sandia PSL Uncertainty Calculator

uq360

Uncertainty Quantification 360 (UQ360) is an extensible open-source toolkit that can help you estimate, communicate and use uncertainty in machine learning model predictions.

simdec

Sensitivity analysis using simulation decomposition