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Bayesian Methods Python Packages

Python packages with the GitHub topic bayesian-methods. Sorted by relevance, with stars and monthly downloads.
tensorflow
tensorflow-probability

Probabilistic reasoning and statistical analysis in TensorFlow

1.1M 4K 1K
tensorflow
tfp-nightly

Probabilistic reasoning and statistical analysis in TensorFlow

398K 4K 1K
PyAutoLabs
autofit

PyAutoFit: Classy Probabilistic Programming

91K 64 12
uber
orbit-ml

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

32K 2K 148
joshuaalbert
jaxns

Probabilistic Programming and Nested sampling in JAX

24K 234 19
pints-team
pints

Probabilistic Inference on Noisy Time Series

19K 241 34
StochasticTree
stochtree

Stochastic tree ensembles (BART / XBART) for supervised learning and causal inference

8K 75 17
markovmodel
pyemma

🚂 Python API for Emma's Markov Model Algorithms 🚂

4K 339 126
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.

3K 14 6
nansencenter
da-dapper

Data Assimilation with Python: a Package for Experimental Research

1K 400 129
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.

964 14 6
hbmep
hbmep

Hierarchical Bayesian estimation of MEP recruitment curves

917 6 1
nansencenter
dapper

Data Assimilation with Python: a Package for Experimental Research

777 400 129
tensorflow
inference-gym

Probabilistic reasoning and statistical analysis in TensorFlow

597 4K 1K
brendanhasz
probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

519 176 17
pyxu-org
pyxu

Modular and scalable computational imaging in Python with support for GPU/out-of-core computing.

471 140 16
google
edward2

A simple probabilistic programming language.

309 708 75
imito
odin-ai

Orgainzed Digital Intelligent Network (O.D.I.N)

288 22 11
COVID-IWG
epimargin

Toolkit for estimating epidemiological metrics and evaluating public health and economic policies.

288 9 5
google
uncertainty-baselines

High-quality implementations of standard and SOTA methods on a variety of tasks.

265 2K 218
andriygav
mixturelib

The implementation of mixtures for different tasks.

252 2 0
phystistics
fuzzy-dempster-shafer

A fuzzy machine learning algorithm utilizing Dempster-Shafer and Bayesian Theory

220 25 8
andriygav
samplesizelib

sample size lib, python package

211 3 0
matthieumeo
pycsou

Modular and scalable computational imaging in Python with GPU/out-of-core computing.

169 140 16
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