Bayesian Modeling and Probabilistic Programming in Python

The Python ensemble sampling toolkit for affine-invariant MCMC

BAyesian Model-Building Interface (Bambi) in Python.

Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.

BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.

Examples of PyMC models, including a library of Jupyter notebooks.

Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.

ELFI - Engine for Likelihood-Free Inference