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Confidence Intervals Python Packages

Python packages with the GitHub topic confidence-intervals. Sorted by relevance, with stars and monthly downloads.
scikit-learn-contrib
mapie

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

217K 2K 139
henrikbostrom
crepes

Python package for conformal prediction

21K 575 45
resample-project
resample

Randomization-based inference in Python

4K 86 14
scbirlab
duvida

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

769 0 0
Alcampopiano
hypothesize

Robust statistics in Python

755 68 4
alepot55
agentrial

Statistical evaluation framework for AI agents - pytest for agent trajectories

727 16 2
semoglou
confinterval

A lightweight Python toolkit for computing confidence intervals for means, medians, percentiles, and proportions.

662 0 0
saattrupdan
doubt

Bringing back uncertainty to machine learning.

656 55 3
nolanbconaway
binoculars

Confidence intervals for binomial proportions.

618 4 1
Kukuster
ci-methods-analyser

Analyse efficacy of your own confidence interval (CI) methods

580 0 0
luca-pernigo
kernel-quantile-regression

Kernel quantile regression

510 8 2
japlete
foostrap

Fast bootstrap resampling in Python

272 2 0
bonnie-mcconnell
evalkit-research

Rigorous LLM evaluation: bootstrap CIs, significance testing, automated auditing

269 0 0
heolin
strapping

A fast implementation of bootstrapping supporting multi-columns data.

181 4 0
dabrze
confidence-planner

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

165 8 0
famura
bsci

Constructing frequentist confidence intervals using the statistical bootstrap

152 1 0
ChristianGoueguel
pyellipse

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

142 0 0
feerci
feerci

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

128 12 4
Alcampopiano
robust-statistics-simulator

Interactive simulations that demonstrate properties of robust statistics

114 68 4
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