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The Top 23 Bayesian Open Source Projects

Open source projects categorized as Bayesian
Categories > Machine Learning > Bayesian
Probabilistic Programming And Bayesian Methods For Hackers ⭐ 25,996
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
most recent commit 7 days ago
Kalman And Bayesian Filters In Python ⭐ 14,848
Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.
most recent commit 19 days ago
Pyro ⭐ 8,203
Deep universal probabilistic programming with Python and PyTorch
dependent packages 74total releases 34most recent commit 2 days agopypi pyro-ppl} Downloads
Pymc ⭐ 7,892
Bayesian Modeling in Python with MCMC and VI
dependent packages 106total releases 36most recent commit a day agopypi pymc3} Downloads
Botorch ⭐ 2,840
Bayesian optimization in PyTorch
dependent packages 37total releases 41most recent commit a day agopypi botorch} Downloads
Pgmpy ⭐ 2,509
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages 25total releases 23most recent commit a month agopypi pgmpy} Downloads
Stan ⭐ 2,466
Stan development repository. The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.
most recent commit 13 days ago
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
Bayesian Modelling In Python ⭐ 2,202
A python tutorial on bayesian modeling techniques (PyMC3)
most recent commit 7 years ago
Ax ⭐ 2,181
Adaptive Experimentation Platform
dependent packages 26total releases 38most recent commit a day agopypi ax-platform} Downloads
Zhusuan ⭐ 2,139
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
most recent commit a year ago
Bda_course_aalto ⭐ 2,080
Bayesian Data Analysis course at Aalto
most recent commit a day ago
Ggstatsplot ⭐ 1,818
Enhancing {ggplot2} plots with statistical analysis 📊📣
dependent packages 4total releases 40most recent commit 6 days ago
Gen.jl ⭐ 1,748
A general-purpose probabilistic programming system with programmable inference
most recent commit 2 months ago
Orbit ⭐ 1,728
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
dependent packages 1total releases 21most recent commit 2 months agopypi orbit-ml} Downloads
Bayesian Machine Learning ⭐ 1,587
Notebooks about Bayesian methods for machine learning
most recent commit 10 months ago
Causalimpact ⭐ 1,484
An R package for causal inference in time series
dependent packages 2total releases 9most recent commit a year ago
Arviz ⭐ 1,460
Exploratory analysis of Bayesian models with Python
dependent packages 121total releases 34most recent commit 12 days agopypi arviz} Downloads
Pmtk3 ⭐ 1,443
Probabilistic Modeling Toolkit for Matlab/Octave.
most recent commit 2 years ago
Spearmint ⭐ 1,334
Spearmint Bayesian optimization codebase
most recent commit 4 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 ⭐ 1,201
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 4total releases 44most recent commit 14 days agopypi imodels} Downloads
Pytorch Bayesiancnn ⭐ 1,181
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
most recent commit 8 months ago
The 10 Most Depended On Bayesian Open Source Projects
Arviz ⭐ 1,460
Exploratory analysis of Bayesian models with Python
dependent packages 121total releases 34latest release July 18, 2023most recent commit 12 days agopypi arviz} Downloads
Pymc ⭐ 7,892
Bayesian Modeling in Python with MCMC and VI
dependent packages 106total releases 36latest release March 15, 2022most recent commit a day agopypi pymc3} Downloads
Pyro ⭐ 8,203
Deep universal probabilistic programming with Python and PyTorch
dependent packages 74total releases 34latest release July 29, 2023most recent commit 2 days agopypi pyro-ppl} Downloads
Classifier ⭐ 656
A general classifier module to allow Bayesian and other types of classifications.
dependent packages 53total releases 10latest release April 17, 2018most recent commit 4 months agorubygems classifier} Downloads
Botorch ⭐ 2,840
Bayesian optimization in PyTorch
dependent packages 37total releases 41latest release November 06, 2023most recent commit a day agopypi botorch} Downloads
Dynesty ⭐ 318
Dynamic Nested Sampling package for computing Bayesian posteriors and evidences
dependent packages 33total releases 26latest release October 04, 2023most recent commit a month agopypi dynesty} Downloads
Bayesian ⭐ 775
Naive Bayesian Classification for Golang.
dependent packages 30total releases 1latest release March 18, 2020most recent commit 12 days ago
Bayestestr ⭐ 529
:ghost: Utilities for analyzing Bayesian models and posterior distributions
dependent packages 26total releases 24latest release April 07, 2023most recent commit 2 months ago
Ax ⭐ 2,181
Adaptive Experimentation Platform
dependent packages 26total releases 38latest release November 13, 2023most recent commit a day agopypi ax-platform} Downloads
Pgmpy ⭐ 2,509
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages 25total releases 23latest release October 16, 2023most recent commit a month agopypi pgmpy} Downloads
The 10 Latest Releases In Bayesian Open Source Projects
Ggdist ⭐ 725
Visualizations of distributions and uncertainty
dependent packages 21total releases 13latest release November 27, 2023most recent commit 2 days ago
Bnlearn ⭐ 405
Python library for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.
dependent packages 4total releases 73latest release November 15, 2023most recent commit 14 days agopypi bnlearn} Downloads
Ax ⭐ 2,181
Adaptive Experimentation Platform
dependent packages 26total releases 38latest release November 13, 2023most recent commit a day agopypi ax-platform} Downloads
Botorch ⭐ 2,840
Bayesian optimization in PyTorch
dependent packages 37total releases 41latest release November 06, 2023most recent commit a day agopypi botorch} Downloads
Easystats ⭐ 974
:milky_way: The R easystats-project
total releases 3latest release November 05, 2023most recent commit 8 days ago
Bambi ⭐ 953
BAyesian Model-Building Interface (Bambi) in Python.
dependent packages 6total releases 28latest release October 25, 2023most recent commit a day agopypi bambi} Downloads
Pgmpy ⭐ 2,509
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages 25total releases 23latest release October 16, 2023most recent commit a month agopypi pgmpy} Downloads
Imodels ⭐ 1,201
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 4total releases 44latest release October 05, 2023most recent commit 14 days agopypi imodels} Downloads
Dynesty ⭐ 318
Dynamic Nested Sampling package for computing Bayesian posteriors and evidences
dependent packages 33total releases 26latest release October 04, 2023most recent commit a month agopypi dynesty} Downloads
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