PyRank

Bayesian Statistics Python Packages

Python packages with the GitHub topic bayesian-statistics. Sorted by monthly downloads, with stars and forks.
raphaelvallat
pingouin

Statistical package in Python based on Pandas

476K 2K 174
arviz-devs
preliz

Exploring and eliciting probability distributions

166K 175 18
pymc-devs
pymc-extras

Powerful add-ons for PyMC

144K 143 92
bambinos
bambi

BAyesian Model-Building Interface (Bambi) in Python.

71K 1K 149
GPflow
gpflow

Gaussian processes in TensorFlow

31K 2K 433
aesara-devs
aeppl

Tools for an Aesara-based PPL.

24K 68 20
argmaxml
conjugate-prior

Implementation of the conjugate prior table for Bayesian Statistics

20K 52 7
aesara-devs
aeppl-nightly

Tools for an Aesara-based PPL.

19K 68 20
uber
orbit-ml

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

16K 2K 147
martinit18
nested-fit

Bayesian data analysis code for evidence and probability distribution calculation based on nested sampling algorithm

15K 12 6
QuantClimate
impulso

Bayesian VAR and SVAR models in Python.

10K 25 6
Matt52
bayesian-testing

Bayesian A/B testing

7K 83 11
fasiha
ebisu

Public-domain Python library for flashcard quiz scheduling using Bayesian statistics. (JavaScript, Java, Dart, and other ports available!)

4K 338 28
brendanhasz
probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

3K 175 18
AdityaSavara
chekipeuq

Parameter estimation for complex physical problems often suffers from finding ‘solutions’ that are not physically realistic. The PEUQSE software provides tools for finding physically realistic parameter estimates, graphs of the parameter estimate positions within parameter space, and plots of the final simulation results.

2K 14 5
cdslaborg
paramonte

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

1K 307 36
pymc-devs
pymc-experimental

Powerful add-ons for PyMC

1K 143 92
georgeberry
blayers

The missing layers package for Bayesian regression

1K 41 0
teddygroves
bibat

A batteries-included template for Bayesian data analysis projects

964 23 1
steven-murray
yabf

Yet Another Bayesian Framework

934 0 0
supernnova
supernnova

Open Source Photometric classification https://supernnova.readthedocs.io

811 37 10
rnburn
peak-engines

Deterministic algorithms for objective Bayesian inference and hyperparameter optimization

545 62 2
AdityaSavara
peuqse

Parameter estimation for complex physical problems often suffers from finding ‘solutions’ that are not physically realistic. The PEUQSE software provides tools for finding physically realistic parameter estimates, graphs of the parameter estimate positions within parameter space, and plots of the final simulation results.

512 14 5
stefanosbalaskas
gp3bayespy

Contract-first Bayesian workflows for hierarchical behavioural data, posterior validation, predictive diagnostics, sensitivity analysis, PSIS-LOO, reproducibility, and dynamic pupillometry.

470 0 0