Search Packages

mapie

A scikit-learn-compatible library for estimating prediction intervals and controlling risks, based on conformal predictions.

crepes

Python package for conformal prediction

resample

Randomization-based inference in Python

hypothesize

Robust statistics in Python

doubt

Bringing back uncertainty to machine learning.

agentrial

Statistical evaluation framework for AI agents - pytest for agent trajectories

kernel-quantile-regression

Kernel quantile regression

ci-methods-analyser

Analyse efficacy of your own confidence interval (CI) methods

binoculars

Confidence intervals for binomial proportions.

foostrap

Fast Bootstrap statistics using Numba

duvida

Calculating exact and approximate confidence and information metrics for differentiable functions.

strapping

A fast implementation of bootstrapping supporting multi-columns data.

pyellipse

Tools for creating and analyzing confidence ellipses, including Hotelling's T-squared ellipses for multivariate statistical analysis and data visualization.

feerci

FEERCI: A Package for Fast non-parametric confidence intervals for Equal Error Rates

confidence-planner

A Python library for estimating confidence intervals around accuracy and sample sizes for classification experiments.

robust-statistics-simulator

Interactive simulations that demonstrate properties of robust statistics

bsci

Constructing frequentist confidence intervals using the statistical bootstrap