PyRank

Bayesian Inference Python Packages

Python packages with the GitHub topic bayesian-inference. Sorted by relevance, with stars and monthly downloads.
pyro-ppl
pyro-ppl

Deep universal probabilistic programming with Python and PyTorch

1.2M 9K 1K
pymc-devs
pytensor

PyTensor allows you to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays.

1.1M 612 186
pymc-devs
pymc

Bayesian Modeling and Probabilistic Programming in Python

1.1M 10K 2K
pyro-ppl
numpyro

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

611K 3K 286
pymc-devs
pymc3

Bayesian Modeling and Probabilistic Programming in Python

320K 10K 2K
blackjax-devs
blackjax

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

149K 1K 139
joshspeagle
dynesty

Dynamic Nested Sampling package for computing Bayesian posteriors and evidences

111K 408 87
PyAutoLabs
autofit

PyAutoFit: Classy Probabilistic Programming

75K 64 12
erdogant
bnlearn

Python package for Causal Discovery by learning the graphical structure of Bayesian networks. Structure Learning, Parameter Learning, Inferences, Sampling methods.

61K 627 58
bambinos
bambi

BAyesian Model-Building Interface (Bambi) in Python.

54K 1K 143
bilby-dev
bilby

A unified framework for stochastic sampling packages and gravitational-wave inference in Python.

42K 118 131
handley-lab
anesthetic

Nested Sampling post-processing and plotting

39K 71 19
PyAutoLabs
autolens

PyAutoLens: Open-Source Strong Gravitational Lensing

23K 182 36
sbi-dev
sbi

sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered.

18K 825 243
kbarbary
nestle

Pure Python, MIT-licensed implementation of nested sampling algorithms for evaluating Bayesian evidence.

16K 76 27
thomaspinder
gpjax

Gaussian processes in JAX and Equinox.

15K 620 74
ComputationalPsychiatry
pyhgf

PyHGF: A neural network library for predictive coding

13K 142 31
robotrocketscience
aelfrice

Bayesian memory that learns from feedback for LLM agents

13K 5 1
johnveitch
cpnest

Parallel nested sampling

12K 31 25
minaskar
zeus-mcmc

⚡️ zeus: Lightning Fast MCMC ⚡️

12K 243 34
CobayaSampler
cobaya

Code for Bayesian Analysis

12K 169 162
ejhigson
nestcheck

Error analysis, diagnostic tests and plots for nested sampling calculations.

10K 17 10
mj-will
nessai

nessai: Nested Sampling with Artificial Intelligence

7K 49 4
blackjax-devs
blackjax-nightly

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

6K 1K 139