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Top 26 bayesian-data-analysis open source projects

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.

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C++r bayesian-inference bayesian bayesian-statistics stan bayesian-methods bayesian-data-analysis

Shinystan

shinystan R package and ShinyStan GUI

✭ 172

r r-package bayesian-inference bayesian mcmc bayesian-statistics stan bayesian-methods bayesian-data-analysis

Rethinking Pyro

Statistical Rethinking with PyTorch and Pyro

✭ 116

jupyter-notebook bayesian-inference bayesian-statistics bayesian-methods bayesian-data-analysis

Loo

loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)

✭ 106

r r-package stan bayesian-methods bayesian-data-analysis

Ggmcmc

Graphical tools for analyzing Markov Chain Monte Carlo simulations from Bayesian inference

✭ 95

r ggplot2 mcmc stan bayesian-data-analysis

Pymc Example Project

Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.

✭ 90

python jupyter-notebook machine-learning data-science numpy pandas scikit-learn bayesian-inference bayesian-data-analysis

Bayes Vis Paper

'Visualization in Bayesian workflow' by Gabry, Simpson, Vehtari, Betancourt, and Gelman. (JRSS discussion paper and code)

✭ 47

r tex stan bayesian-data-analysis

Chronikis

A compiler for Bayesian time series models.

✭ 20

haskell time-series-analysis bayesian-data-analysis

Pygtc

Make a sweet giant triangle confusogram (GTC) plot

✭ 13

jupyter-notebook data-visualization mcmc bayesian-data-analysis

Rhat ess

Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC

✭ 19

html bayesian-inference bayesian bayesian-statistics bayesian-methods bayesian-data-analysis

Bda py demos

Bayesian Data Analysis demos for Python

✭ 781

python jupyter-notebook bayesian-inference bayesian mcmc stan bayesian-data-analysis

Rstan

RStan, the R interface to Stan

✭ 760

r r-package bayesian-inference mcmc bayesian-statistics stan bayesian-data-analysis

Statistical Rethinking With Python And Pymc3

Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath

✭ 713

python jupyter-notebook data-science statistics bayesian-data-analysis

Tidybayes

Bayesian analysis + tidy data + geoms (R package)

✭ 557

r visualization r-package ggplot2 stan bayesian-data-analysis

Dbda Python

Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

✭ 502

jupyter-notebook bayesian-inference mcmc bayesian-data-analysis

Bayesian Stats Modelling Tutorial

How to do Bayesian statistical modelling using numpy and PyMC3

✭ 480

jupyter-notebook bayesian-inference bayesian bayesian-statistics bayesian-data-analysis

Bayesian Analysis Recipes

A collection of Bayesian data analysis recipes using PyMC3

✭ 479

jupyter-notebook neural-networks notebook bayesian-inference bayesian bayesian-statistics bayesian-methods bayesian-data-analysis

Bda r demos

Bayesian Data Analysis demos for R

✭ 409

r bayesian-inference bayesian mcmc stan bayesian-data-analysis

Bayadera

High-performance Bayesian Data Analysis on the GPU in Clojure

✭ 342

clojure machine-learning gpu cuda statistics opencl bayesian-inference high-performance-computing gpu-computing bayesian mcmc gpu-acceleration bayesian-data-analysis

Rstanarm

rstanarm R package for Bayesian applied regression modeling

✭ 285

r r-package bayesian-inference bayesian bayesian-statistics stan bayesian-methods bayesian-data-analysis

Birch

A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.

✭ 80