Statistical Inference Python Packages

pyhf

pure-Python HistFactory implementation with tensors and autodiff

getdist

MCMC sample analysis, kernel densities, plotting, and GUI

hepstats

HEP statistics tools and utilities.

stattools

Statistical learning and inference algorithms implemented in Python 3

cegpy

Cegpy (/segpaɪ/) is a Python package for working with Chain Event Graphs. It supports learning the graphical structure of a Chain Event Graph from data, encoding of parametric and structural priors, estimating its parameters, and performing inference.

regression-inference

Python library for statistical inference in ML and Econometrics with GPU accelerated model training.

ambrosia

Ambrosia is a Python library for A/B tests design, split and result measurement

generalized-additive-models

Generalized Additive Models in Python.

scmopy

scmopy: Distribution-Agnostic Structural Causal Models Optimization in Python

delimiterfinder

Python package for probabilistic delimiter detection.

esa-2scm

ESA-2SCM Python Package for Causal Discovery

isweep

Statistical inference of recent positive selection using IBD segments

pytorch-inferno

PyTorch implementation of inference aware neural optimisation (de Castro and Dorigo, 2018 https://www.sciencedirect.com/science/article/pii/S0010465519301948)

vimpy

Perform inference on algorithm-agnostic variable importance in Python

dnn-inference

Significance tests of feature relevance for a black-box learner

beta4dist

A Python Package for the Four-Parameter Beta Distribution and Likelihood-Based Estimation

tfnbs

Unified Python framework for permutation-based statistical inference on brain connectivity networks (NBS, TFNBS, cNBS, NI-TFNBS, FBC-TFNBS, GLM, ComBat)

memocell

Bayesian inference of stochastic cellular processes with and without memory in Python.

ambrozia

A Python library for working with A/B tests.

scikit-stats

HEP statistics tools and utilities.

buqeyemodel

A Bayesian model of series convergence using Gaussian sums

symlik

Symbolic Likelihood Models for Statistical Inference - MLE, standard errors, confidence intervals, hypothesis tests with automatic differentiation

pysie

Package provides python implementation of statistical inference engine

gsum

A Bayesian model of series convergence using Gaussian sums