Probabilistic Programming Python Packages

pymc

Bayesian Modeling and Probabilistic Programming in Python

numpyro

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

tensorflow-probability

Probabilistic reasoning and statistical analysis in TensorFlow

pyro-ppl

Deep universal probabilistic programming with Python and PyTorch

tfp-nightly

Probabilistic reasoning and statistical analysis in TensorFlow

pymc3

Bayesian Modeling and Probabilistic Programming in Python

blackjax

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

funsor

Functional tensors for probabilistic programming

pyprobables

Probabilistic data structures in python http://pyprobables.readthedocs.io/en/latest/index.html

autofit

PyAutoFit: Classy Probabilistic Programming

conjugate-prior

Implementation of the conjugate prior table for Bayesian Statistics

orbit-ml

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

gpjax

Gaussian processes in JAX and Equinox.

jaxns

Probabilistic Programming and Nested sampling in JAX

pyresin

Reactive probabilistic logic programming with Reactive Circuits: exact, incremental inference over asynchronous data streams.

quivers

Functional probabilistic programming for pytorch

symbolicai

A neurosymbolic perspective on LLMs

blackjax-nightly

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

memo-lang

A probabilistic programming language for metacognitive modeling

probstructs

Collection of probabilistic data structures - CM-Sketch, ECM-Sketch, exponential histogram

ptgp

GPs in PyTensor

bayesloop

Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.

compiled-knowledge

CompiledKnowledge is a Python package for compiling and querying discrete probabilistic graphical models.

liesel

A probabilistic programming framework