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The Top 23 Bayesian Inference Open Source Projects

Open source projects categorized as Bayesian Inference
Categories > Machine Learning > Bayesian Inference
Probabilistic Programming And Bayesian Methods For Hackers ⭐ 26,009
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 a day ago
Numpy Ml ⭐ 14,162
Machine learning, in numpy
total releases 3most recent commit a month ago
Pyro ⭐ 8,203
Deep universal probabilistic programming with Python and PyTorch
dependent packages 74total releases 34most recent commit 3 days agopypi pyro-ppl} Downloads
Pymc ⭐ 7,890
Bayesian Modeling in Python with MCMC and VI
dependent packages 106total releases 36most recent commit a day agopypi pymc3} 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 14 days ago
Zhusuan ⭐ 2,139
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
most recent commit a year ago
Neural Tangents ⭐ 2,139
Fast and Easy Infinite Neural Networks in Python
dependent packages 1total releases 30most recent commit 9 days agopypi neural-tangents} Downloads
Causalnex ⭐ 2,005
A Python library that helps data scientists to infer causation rather than observing correlation.
most recent commit 2 months ago
Numpyro ⭐ 1,924
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
dependent packages 62total releases 26most recent commit 2 days agopypi numpyro} Downloads
Turing.jl ⭐ 1,901
Bayesian inference with probabilistic programming.
most recent commit 6 days ago
Pymc Resources ⭐ 1,757
PyMC educational resources
most recent commit 5 months ago
Bayesian Neural Networks ⭐ 1,633
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
most recent commit a month ago
Infer ⭐ 1,513
Infer.NET is a framework for running Bayesian inference in graphical models
dependent packages 4total releases 5most recent commit 12 days agonuget Microsoft.ML.Probabilistic} Downloads
Awesome Normalizing Flows ⭐ 1,194
Awesome resources on normalizing flows.
most recent commit a month ago
Pytorch Bayesiancnn ⭐ 1,181
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
most recent commit 8 months ago
Brms ⭐ 1,173
brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan
dependent packages 49total releases 59most recent commit 14 days ago
Probabilistic_robotics ⭐ 1,080
solution of exercises of the book "probabilistic robotics"
most recent commit 6 months ago
Rstan ⭐ 969
RStan, the R interface to Stan
most recent commit 2 months ago
Bambi ⭐ 954
BAyesian Model-Building Interface (Bambi) in Python.
dependent packages 6total releases 28most recent commit 2 days agopypi bambi} Downloads
Bda_py_demos ⭐ 851
Bayesian Data Analysis demos for Python
most recent commit 2 years ago
Dsge.jl ⭐ 813
Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)
most recent commit 3 months ago
Fortuna ⭐ 766
A Library for Uncertainty Quantification.
most recent commit a day ago
Bayespy ⭐ 666
Bayesian Python: Bayesian inference tools for Python
total releases 5most recent commit 6 months ago
The 10 Most Depended On Bayesian Inference Open Source Projects
Pymc ⭐ 7,890
Bayesian Modeling in Python with MCMC and VI
dependent packages 106total releases 36latest release March 15, 2022most recent commit a day agopypi pymc3} Downloads
Loo ⭐ 135
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 15 days ago
Pyro ⭐ 8,203
Deep universal probabilistic programming with Python and PyTorch
dependent packages 74total releases 34latest release July 29, 2023most recent commit 3 days agopypi pyro-ppl} Downloads
Numpyro ⭐ 1,924
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
dependent packages 62total releases 26latest release September 24, 2023most recent commit 2 days agopypi numpyro} Downloads
Brms ⭐ 1,173
brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan
dependent packages 49total releases 59latest release September 25, 2023most recent commit 14 days ago
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
Shinystan ⭐ 181
shinystan R package and ShinyStan GUI
dependent packages 17total releases 9latest release March 03, 2022most recent commit a year ago
Exoplanet ⭐ 192
Fast & scalable MCMC for all your exoplanet needs!
dependent packages 17total releases 34latest release January 11, 2022most recent commit 17 days agopypi exoplanet} Downloads
Pymultinest ⭐ 181
Pythonic Bayesian inference and visualization for the MultiNest Nested Sampling Algorithm and PyCuba's cubature algorithms.
dependent packages 11total releases 21latest release July 28, 2023most recent commit a month agopypi pymultinest} Downloads
Blackjax ⭐ 594
BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.
dependent packages 10total releases 21latest release September 20, 2023most recent commit 20 hours agopypi blackjax} Downloads
The 10 Latest Releases In Bayesian Inference Open Source Projects
Gpjax ⭐ 337
Gaussian processes in JAX.
dependent packages 5total releases 55latest release November 27, 2023most recent commit 21 hours agopypi gpjax} Downloads
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 15 days agopypi bnlearn} Downloads
Particles ⭐ 328
Sequential Monte Carlo in python
dependent packages 1total releases 4latest release November 06, 2023most recent commit a month agopypi particles} Downloads
Bambi ⭐ 954
BAyesian Model-Building Interface (Bambi) in Python.
dependent packages 6total releases 28latest release October 25, 2023most recent commit 2 days agopypi bambi} Downloads
Cobaya ⭐ 107
Code for Bayesian Analysis
dependent packages 6total releases 36latest release October 12, 2023most recent commit 3 days agopypi cobaya} Downloads
Gpax ⭐ 143
Gaussian Processes for Experimental Sciences
total releases 8latest release October 11, 2023most recent commit 14 days ago
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
Brms ⭐ 1,173
brms R package for Bayesian generalized multivariate non-linear multilevel models using Stan
dependent packages 49total releases 59latest release September 25, 2023most recent commit 14 days ago
Numpyro ⭐ 1,924
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
dependent packages 62total releases 26latest release September 24, 2023most recent commit 2 days agopypi numpyro} Downloads
Blackjax ⭐ 594
BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.
dependent packages 10total releases 21latest release September 20, 2023most recent commit 20 hours agopypi blackjax} Downloads
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