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The Top 23 Bayesian Open Source Projects

Open source projects categorized as Bayesian
Categories > Machine Learning > Bayesian
Kalman And Bayesian Filters In Python ⭐ 15,017
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 4 months ago
Pyro ⭐ 8,356
Deep universal probabilistic programming with Python and PyTorch
dependent packages 90total releases 34most recent commit 3 days agopypi pyro-ppl} Downloads
Pgmpy ⭐ 2,551
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages 26total releases 24most recent commit 3 months agopypi pgmpy} Downloads
Stan ⭐ 2,484
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 3 months 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 4 years ago
Ax ⭐ 2,217
Adaptive Experimentation Platform
dependent packages 26total releases 39most recent commit 3 months agopypi ax-platform} Downloads
Bayesian Modelling In Python ⭐ 2,202
A python tutorial on bayesian modeling techniques (PyMC3)
most recent commit 7 years ago
Zhusuan ⭐ 2,139
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
most recent commit 2 years ago
Bda_course_aalto ⭐ 2,099
Bayesian Data Analysis course at Aalto
most recent commit 3 months ago
Ggstatsplot ⭐ 1,860
Enhancing {ggplot2} plots with statistical analysis 📊📣
dependent packages 4total releases 40most recent commit 3 months ago
Orbit ⭐ 1,776
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
dependent packages 1total releases 21most recent commit 3 months agopypi orbit-ml} Downloads
Gen.jl ⭐ 1,758
A general-purpose probabilistic programming system with programmable inference
most recent commit 3 months ago
Bayesian Machine Learning ⭐ 1,587
Notebooks about Bayesian methods for machine learning
most recent commit a year ago
Causalimpact ⭐ 1,484
An R package for causal inference in time series
dependent packages 2total releases 9most recent commit a year ago
Arviz ⭐ 1,481
Exploratory analysis of Bayesian models with Python
dependent packages 142total releases 34most recent commit 4 months agopypi arviz} Downloads
Pmtk3 ⭐ 1,443
Probabilistic Modeling Toolkit for Matlab/Octave.
most recent commit 3 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 7 years ago
Imodels ⭐ 1,229
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 4total releases 44most recent commit 4 months agopypi imodels} Downloads
Pytorch Bayesiancnn ⭐ 1,181
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
most recent commit a year ago
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 6 years ago
Bayesgan ⭐ 1,002
Tensorflow code for the Bayesian GAN (https://arxiv.org/abs/1705.09558) (NIPS 2017)
most recent commit 6 years ago
Easystats ⭐ 987
🌌 The R easystats-project
total releases 3most recent commit 4 months ago
The 10 Most Depended On Bayesian Open Source Projects
Arviz ⭐ 1,481
Exploratory analysis of Bayesian models with Python
dependent packages 142total releases 34latest release July 18, 2023most recent commit 4 months agopypi arviz} Downloads
Pyro ⭐ 8,356
Deep universal probabilistic programming with Python and PyTorch
dependent packages 90total releases 34latest release July 29, 2023most recent commit 3 days agopypi pyro-ppl} Downloads
Pscl ⭐ 59
Political Science Computational Laboratory
dependent packages 75total releases 37latest release March 07, 2020most recent commit 3 months ago
Loo ⭐ 140
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
dependent packages 74total releases 18latest release March 31, 2023most recent commit 2 months ago
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 9 months agorubygems classifier} Downloads
Laplacesdemon ⭐ 77
A complete environment for Bayesian inference within R
dependent packages 39total releases 54latest release July 09, 2021most recent commit 2 years ago
Bayesfactor ⭐ 124
BayesFactor R package for Bayesian data analysis with common statistical models.
dependent packages 34total releases 29latest release December 01, 2023most recent commit 5 months ago
Dynesty ⭐ 323
Dynamic Nested Sampling package for computing Bayesian posteriors and evidences
dependent packages 33total releases 26latest release October 04, 2023most recent commit 3 months agopypi dynesty} Downloads
Bayesian ⭐ 775
Naive Bayesian Classification for Golang.
dependent packages 30total releases 2latest release November 17, 2023most recent commit 5 months ago
Bayestestr ⭐ 531
:ghost: Utilities for analyzing Bayesian models and posterior distributions
dependent packages 28total releases 24latest release April 07, 2023most recent commit 4 months ago
The 10 Latest Releases In Bayesian Open Source Projects
Trieste ⭐ 196
A Bayesian optimization toolbox built on TensorFlow
dependent packages 1total releases 30latest release December 19, 2023most recent commit 3 months agopypi trieste} Downloads
Ax ⭐ 2,217
Adaptive Experimentation Platform
dependent packages 26total releases 39latest release December 09, 2023most recent commit 3 months agopypi ax-platform} Downloads
Sentimental ⭐ 8
Multinomial naive bayesian classifier for php.
latest release December 08, 2023most recent commit 8 years ago
Cotengra ⭐ 145
Hyper optimized contraction trees for large tensor networks and einsums
total releases 12latest release December 08, 2023most recent commit 5 months ago
Report ⭐ 647
:scroll: :tada: Automated reporting of objects in R
dependent packages 5total releases 9latest release December 07, 2023most recent commit 3 months ago
Bayesfactor ⭐ 124
BayesFactor R package for Bayesian data analysis with common statistical models.
dependent packages 34total releases 29latest release December 01, 2023most recent commit 5 months ago
Drbayes ⭐ 76
Dr. Bayes
latest release November 30, 2023most recent commit 8 years ago
Dynsurv ⭐ 7
Dynamic Models for Survival Data
dependent packages 2total releases 17latest release November 29, 2023most recent commit 5 months ago
Ggdist ⭐ 745
Visualizations of distributions and uncertainty
dependent packages 21total releases 13latest release November 27, 2023most recent commit 3 months ago
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