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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

429K 4K 1K
PyAutoLabs
autofit

PyAutoFit: Classy Probabilistic Programming

75K 64 12
uber
orbit-ml

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

37K 2K 149
joshuaalbert
jaxns

Probabilistic Programming and Nested sampling in JAX

18K 234 20
pints-team
pints

Probabilistic Inference on Noisy Time Series

18K 241 34
StochasticTree
stochtree

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

7K 75 16
AdityaSavara
chekipeuq

This is the CheKiPEUQ package which stands for Chemical Kinetics Parameter Estimation and Uncertainty Quantification. See https://github.com/AdityaSavara/CheKiPEUQ for more information.

4K 14 6
markovmodel
pyemma

PyEMMA: Emma's Markov Model Algorithms

3K 339 126
nansencenter
da-dapper

DAPPER benchmarks the performance of data assimilation (DA) methods.

2K 403 130
nansencenter
dapper

Data Assimilation with Python: a Package for Experimental Research

801 403 130
tensorflow
inference-gym

Probabilistic reasoning and statistical analysis in TensorFlow

672 4K 1K
AdityaSavara
peuqse

This is the PEUQSE package which stands for Parameter Estimation and Uncertainty Quantification for Science and Engineering. See https://github.com/AdityaSavara/PEUQSE for more information.

475 14 6
hbmep
hbmep

Hierarchical Bayesian estimation of MEP recruitment curves

438 6 1
google
edward2

Edward2

388 708 75
brendanhasz
probflow

A Python package for building Bayesian models with TensorFlow or PyTorch

339 176 17
pyxu-org
pyxu

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

309 141 16
imito
odin-ai

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

294 22 11
COVID-IWG
epimargin

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

288 9 5
andriygav
samplesizelib

sample size lib, python package

236 3 0
google
uncertainty-baselines

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

220 2K 219
andriygav
mixturelib

The implementation of mixtures for different tasks.

213 2 0
kenlimmj
fightin-words

A scikit-learn compliant implementation of Monroe et al.'s Fightin' Words analysis method.

197 11 4
phystistics
fuzzy-dempster-shafer

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

151 25 8
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