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Mcmc Python Packages

Python packages with the GitHub topic mcmc. Sorted by relevance, with stars and monthly downloads.
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

1.1M 2K 441
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
PyAutoLabs
autofit

PyAutoFit: Classy Probabilistic Programming

75K 64 12
handley-lab
anesthetic

Nested Sampling post-processing and plotting

39K 71 19
cmbant
getdist

MCMC sample analysis, kernel densities, plotting, and GUI

29K 185 61
GW-JAX-Team
flowmc

Normalizing-flow enhanced sampling package for probabilistic inference in JAX

22K 5 2
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 ⚡️

12K 243 34
YuminosukeSato
bsts-causalimpact

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

6K 19 1
keurfonluu
stochopy

Python library for stochastic numerical optimization

6K 102 17
prmiles
pymcmcstat

Python implementation of MATLAB toolbox "mcmcstat"

5K 74 11
mggg
gerrychain

Use MCMC to analyze districting plans and gerrymanders

2K 150 76
kiudee
bask

A fully Bayesian implementation of sequential model-based optimization

2K 42 7
alan-turing-institute
autoemulate

Emulate simulations easily

2K 114 41
C-bowman
inference-tools

Python tools for Bayesian data analysis

2K 33 5
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
BlueBrain
emodel-generalisation

Generalisation of neuronal electrical models with MCMC

1K 5 5
cdslaborg
paramonte

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

1K 305 36
teddygroves
bibat

A batteries-included template for Bayesian data analysis projects

1K 22 2
JohannesBuchner
autoemcee

Run MCMC automatically to convergence

1K 9 0
sebastianbocquet
pygtc

Make a sweet giant triangle confusogram (GTC) plot

1K 34 9
pcubillos
mc3

Python MCMC Sampler

985 33 11
    • Data from PyPI, GitHub, ClickHouse, and BigQuery