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.

conjugate-prior

Implementation of the conjugate prior table for Bayesian Statistics

aeppl

Tools for an Aesara-based PPL.

ebisu

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

aeppl-nightly

PPL tools for Aesara

orbit-ml

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

nested-fit

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

bayesian-testing

Bayesian A/B testing

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.

supernnova

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

lilit

Likelihood for LiteBIRD

blayers

The missing layers package for Bayesian inference

bibat

A batteries-included template for Bayesian data analysis projects

bpl

Bayesian models of football leagues

vpet-abc

Fast likelihood-free PET kinetic modelling in JAX

yabf

Yet Another Bayesian Framework

peuqse

This is the PEUQSE package which stands for Parameter Estimation and Uncertainty Quantification for Science and Engineering. See https://github.com/AdityaSavara/PEUQSE for more information.

baypy

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