Probabilistic Programming Python Packages

pyro-ppl

Deep universal probabilistic programming with Python and PyTorch

1.2M 9K 1K

pymc

Bayesian Modeling and Probabilistic Programming in Python

1.1M 10K 2K

tensorflow-probability

Probabilistic reasoning and statistical analysis in TensorFlow

1.1M 4K 1K

numpyro

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

613K 3K 286

tfp-nightly

Probabilistic reasoning and statistical analysis in TensorFlow

423K 4K 1K

pymc3

Bayesian Modeling and Probabilistic Programming in Python

321K 10K 2K

pyprobables

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

223K 123 12

blackjax

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

151K 1K 139

autofit

PyAutoFit: Classy Probabilistic Programming

69K 64 12

orbit-ml

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

38K 2K 149

funsor

Functional tensors for probabilistic programming

31K 247 24

conjugate-prior

Implementation of the conjugate prior table for Bayesian Statistics

26K 52 7

jaxns

Probabilistic Programming and Nested sampling in JAX

18K 234 20

gpjax

Gaussian processes in JAX and Equinox.

15K 620 74

blackjax-nightly

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

6K 1K 139

symbolicai

A neurosymbolic perspective on LLMs

6K 2K 86

quivers

A functional probabilistic programming language that compiles to PyTorch.

6K 2 0

memo-lang

A probabilistic programming language for metacognitive modeling

5K 144 14

compiled-knowledge

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

4K 0 0

conjugate-models

Fast Bayesian Inference in Python. 50+ conjugate models with vectorized updates, sufficient statistic helpers, built-in plotting, and SciPy integration.

3K 52 4

probstructs

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

2K 7 1

gpjax-nightly

Gaussian processes in JAX and Equinox.

2K 620 74

tablespoon

🥄✨Time-series Benchmark methods that are Simple and Probabilistic

2K 41 1

delimiterfinder

Python package for probabilistic delimiter detection.

1K 1 0