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The Top 23 Python Bayesian Open Source Projects

Open source projects categorized as Python Bayesian
Pyro ⭐ 7,839
Deep universal probabilistic programming with Python and PyTorch
dependent packages 42total releases 30most recent commit a day agopypi pyro-ppl} Downloads
Pymc ⭐ 7,406
Bayesian Modeling in Python
dependent packages 95total releases 36most recent commit a day agopypi pymc3} Downloads
Bayesianoptimization ⭐ 6,638
A Python implementation of global optimization with gaussian processes.
dependent packages 45total releases 8most recent commit 18 hours agopypi bayesian-optimization} Downloads
Deeplearning ⭐ 2,347
Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现
most recent commit 3 years ago
Pgmpy ⭐ 2,295
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages 5total releases 18most recent commit 7 days agopypi pgmpy} Downloads
Bayesian Modelling In Python ⭐ 2,202
A python tutorial on bayesian modeling techniques (PyMC3)
most recent commit 6 years ago
Zhusuan ⭐ 2,139
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
most recent commit 6 months ago
Ax ⭐ 2,015
Adaptive Experimentation Platform
dependent packages 13total releases 30most recent commit 21 hours agopypi ax-platform} Downloads
Causalnex ⭐ 1,808
A Python library that helps data scientists to infer causation rather than observing correlation.
dependent packages 2total releases 16most recent commit 14 days agopypi causalnex} Downloads
Orbit ⭐ 1,584
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
dependent packages 1total releases 17most recent commit 2 months agopypi orbit-ml} Downloads
Arviz ⭐ 1,350
Exploratory analysis of Bayesian models with Python
dependent packages 83total releases 27most recent commit 15 days agopypi arviz} Downloads
Spearmint ⭐ 1,334
Spearmint Bayesian optimization codebase
most recent commit 3 years ago
Spearmint ⭐ 1,310
Spearmint is a package to perform Bayesian optimization according to the algorithms outlined in the paper: Practical Bayesian Optimization of Machine Learning Algorithms. Jasper Snoek, Hugo Larochelle and Ryan P. Adams. Advances in Neural Information Processing Systems, 2012
most recent commit 6 years ago
Imodels ⭐ 1,068
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 2total releases 26most recent commit 7 hours agopypi imodels} Downloads
Bayesian Belief Networks ⭐ 1,024
Pythonic Bayesian Belief Network Package, supporting creation of and exact inference on Bayesian Belief Networks specified as pure python functions.
most recent commit 5 years ago
Bambi ⭐ 884
BAyesian Model-Building Interface (Bambi) in Python.
total releases 21most recent commit a day ago
Bda_py_demos ⭐ 851
Bayesian Data Analysis demos for Python
most recent commit a year ago
Bayeslite ⭐ 828
BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.
most recent commit 3 years ago
Pytorch Bayesiancnn ⭐ 757
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
most recent commit 2 years ago
Gempy ⭐ 721
GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation data. It also offers support for stochastic modeling to address parameter and model uncertainties.
dependent packages 1total releases 33most recent commit 13 days agopypi gempy} Downloads
Dragonfly ⭐ 697
An open source python library for scalable Bayesian optimisation.
total releases 9most recent commit 6 months ago
Statistical Rethinking With Python And Pymc3 ⭐ 674
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
most recent commit 5 years ago
Bayespy ⭐ 665
Bayesian Python: Bayesian inference tools for Python
total releases 5most recent commit 3 months ago
The 10 Most Depended On Python Bayesian Open Source Projects
Pymc ⭐ 7,406
Bayesian Modeling in Python
dependent packages 95total releases 36latest release March 15, 2022most recent commit a day agopypi pymc3} Downloads
Arviz ⭐ 1,350
Exploratory analysis of Bayesian models with Python
dependent packages 83total releases 27latest release May 13, 2022most recent commit 15 days agopypi arviz} Downloads
Bayesianoptimization ⭐ 6,638
A Python implementation of global optimization with gaussian processes.
dependent packages 45total releases 8latest release May 16, 2020most recent commit 18 hours agopypi bayesian-optimization} Downloads
Pyro ⭐ 7,839
Deep universal probabilistic programming with Python and PyTorch
dependent packages 42total releases 30latest release March 24, 2022most recent commit a day agopypi pyro-ppl} Downloads
Dynesty ⭐ 296
Dynamic Nested Sampling package for computing Bayesian posteriors and evidences
dependent packages 24total releases 22latest release June 02, 2022most recent commit 4 days agopypi dynesty} Downloads
Ax ⭐ 2,015
Adaptive Experimentation Platform
dependent packages 13total releases 30latest release April 26, 2022most recent commit 21 hours agopypi ax-platform} Downloads
Pymultinest ⭐ 168
Pythonic Bayesian inference and visualization for the MultiNest Nested Sampling Algorithm and PyCuba's cubature algorithms.
dependent packages 10total releases 20latest release December 20, 2020most recent commit a month agopypi pymultinest} Downloads
Causalnex ⭐ 1,808
A Python library that helps data scientists to infer causation rather than observing correlation.
dependent packages 2total releases 16latest release November 11, 2021most recent commit 14 days agopypi causalnex} Downloads
The 10 Latest Releases In Python Bayesian Open Source Projects
Trieste ⭐ 162
A Bayesian optimization toolbox built on TensorFlow
total releases 25latest release January 31, 2023most recent commit 9 hours ago
Hbayesdm ⭐ 166
Hierarchical Bayesian modeling of RLDM tasks, using R & Python
total releases 19latest release September 23, 2022most recent commit 6 months ago
Imodels ⭐ 1,068
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 2total releases 26latest release July 03, 2022most recent commit 7 hours agopypi imodels} Downloads
Elfi ⭐ 247
ELFI - Engine for Likelihood-Free Inference
total releases 6latest release June 13, 2022most recent commit 14 days ago
Bambi ⭐ 884
BAyesian Model-Building Interface (Bambi) in Python.
total releases 21latest release June 06, 2022most recent commit a day ago
Dynesty ⭐ 296
Dynamic Nested Sampling package for computing Bayesian posteriors and evidences
dependent packages 24total releases 22latest release June 02, 2022most recent commit 4 days agopypi dynesty} Downloads
Arviz ⭐ 1,350
Exploratory analysis of Bayesian models with Python
dependent packages 83total releases 27latest release May 13, 2022most recent commit 15 days agopypi arviz} Downloads
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