Bayesian Statistics Python Packages

pingouin

Statistical package in Python based on Pandas

pymc-extras

Powerful add-ons for PyMC

preliz

Exploring and eliciting probability distributions

gpflow

Gaussian processes in TensorFlow

bambi

BAyesian Model-Building Interface (Bambi) in Python.

orbit-ml

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

aeppl-nightly

Tools for an Aesara-based PPL.

conjugate-prior

Implementation of the conjugate prior table for Bayesian Statistics

ebisu

Public-domain Python library for flashcard quiz scheduling using Bayesian statistics. (JavaScript, Java, Dart, and other ports available!)

aeppl

Tools for an Aesara-based PPL.

nested-fit

Bayesian data analysis code for evidence and probability distribution calculation based on nested sampling algorithm

bayesian-testing

Bayesian A/B testing

supernnova

Open Source Photometric classification https://supernnova.readthedocs.io

chekipeuq

This is the CheKiPEUQ package which stands for Chemical Kinetics Parameter Estimation and Uncertainty Quantification. See https://github.com/AdityaSavara/CheKiPEUQ for more information.

pymc-experimental

Powerful add-ons for PyMC

paramonte

ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.

bibat

A batteries-included template for Bayesian data analysis projects

yabf

Yet Another Bayesian Framework

baypy

Python library for solving bayesian regression models through a Monte Carlo Markov chain sampling

blayers

Bayesian layers for NumPyro and Jax

bayespermus

Bayesian inference of algorithm performance using permutation models.

impulso

Bayesian VAR and SVAR models in Python.

chainopy

A Python Library for Markov Chain based Stochastic Analysis!

trilearn

Bayesian structure learning and classification in decomposable graphical models.