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pymc-devs
pymc

Bayesian Modeling and Probabilistic Programming in Python

1.1M 10K 2K
dfm
emcee

The Python ensemble sampling toolkit for affine-invariant MCMC

664K 2K 440
pyro-ppl
numpyro

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

577K 3K 283
pymc-devs
pymc3

Bayesian Modeling and Probabilistic Programming in Python

332K 10K 2K
PyAutoLabs
autofit

PyAutoFit: Classy Probabilistic Programming

93K 64 12
cmbant
getdist

MCMC sample analysis, kernel densities, plotting, and GUI

28K 185 61
handley-lab
anesthetic

Nested Sampling post-processing and plotting

27K 71 19
aesara-devs
aemcmc-nightly

AeMCMC is a Python library that automates the construction of samplers for Aesara graphs representing statistical models.

17K 39 11
minaskar
zeus-mcmc

⚡️ zeus: Lightning Fast MCMC ⚡️

14K 244 34
keurfonluu
stochopy

Python library for stochastic numerical optimization

11K 102 17
GW-JAX-Team
flowmc

Normalizing-flow enhanced sampling package for probabilistic inference in JAX

10K 5 2
YuminosukeSato
bsts-causalimpact

Bayesian CausalImpact for Python — R-compatible Gibbs sampler in Rust (PyO3), 30x faster, no TensorFlow

7K 19 1
cdslaborg
paramonte

ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.

3K 305 36
C-bowman
inference-tools

A collection of python tools for Bayesian data analysis

3K 33 4
vortex-exoplanet
vip-hci

VIP is a python package/library for angular, reference star and spectral differential imaging for exoplanet/disk detection through high-contrast imaging.

2K 78 63
mggg
gerrychain

Use MCMC to analyze districting plans and gerrymanders

2K 149 76
minaskar
pocomc

pocoMC: A Python implementation of Preconditioned Monte Carlo for accelerated Bayesian Computation

2K 121 12
kiudee
bask

A fully Bayesian implementation of sequential model-based optimization

2K 42 7
sebastianbocquet
pygtc

Make a sweet giant triangle confusogram (GTC) plot

1K 34 9
prmiles
pymcmcstat

Python implementation of MATLAB toolbox "mcmcstat"

996 74 11
teddygroves
bibat

A batteries-included template for Bayesian data analysis projects

975 22 2
pcubillos
mc3

Multi-core Markov-chain Monte Carlo package

954 33 11
BlueBrain
emodel-generalisation

Generalisation of electrical models of neurons with MCMC

944 5 5
alan-turing-institute
autoemulate

Emulate simulations easily

878 115 40
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