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Bayesian Data Analysis
39 Open Source Bayesian Data Analysis Software Projects
Free and open source bayesian data analysis code projects including engines, APIs, generators, and tools.
Stan Dev Stan
1927 ⭐
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.
Bda_py_demos
736 ⭐
Bayesian Data Analysis demos for Python
Rstan
724 ⭐
RStan, the R interface to Stan
Statistical Rethinking With Python And Pymc3
700 ⭐
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
Tidybayes
500 ⭐
Bayesian analysis + tidy data + geoms (R package)
Dbda Python
461 ⭐
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
Bayesian Analysis Recipes
438 ⭐
A collection of Bayesian data analysis recipes using PyMC3
Bayesian Stats Modelling Tutorial
422 ⭐
How to do Bayesian statistical modelling using numpy and PyMC3
Bda_r_demos
386 ⭐
Bayesian Data Analysis demos for R
Bayadera
334 ⭐
High-performance Bayesian Data Analysis on the GPU in Clojure
Rstanarm
262 ⭐
rstanarm R package for Bayesian applied regression modeling
Shinystan
167 ⭐
shinystan R package and ShinyStan GUI
Rethinking Pyro
106 ⭐
Statistical Rethinking with PyTorch and Pyro
Loo
95 ⭐
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
Ggmcmc
95 ⭐
Graphical tools for analyzing Markov Chain Monte Carlo simulations from Bayesian inference
Pymc Example Project
90 ⭐
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
Bayesian Stats Talk
62 ⭐
Doing Bayesian statistics in Python!
Bayesian Basics
48 ⭐
:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.
Bayes Vis Paper
48 ⭐
'Visualization in Bayesian workflow' by Gabry, Simpson, Vehtari, Betancourt, and Gelman. (JRSS discussion paper and code)
Bdapy
46 ⭐
Reproducing plots of Bayesian Data Analysis (Gelman et al, 3rd Edition) in Python
Stan Ja
45 ⭐
Stanマニュアルの日本語への翻訳プロジェクト
Lawmurray Birch
51 ⭐
The Birch probabilistic programming language.
Bda_m_demos
42 ⭐
Bayesian Data Analysis demos for Matlab/Octave
Statistical Rethinking Solutions
46 ⭐
Solutions of practice problems from the Richard McElreath's "Statistical Rethinking" book.
Dynamichmcexamples.jl
28 ⭐
Examples for Bayesian inference using DynamicHMC.jl and related packages.
Bmlm
27 ⭐
Bayesian multilevel mediation models in R
Rstantools
25 ⭐
Tools for Developing R Packages Interfacing with Stan
Bcea
22 ⭐
Bayesian Cost Effectiveness Analysis. Given the results of a Bayesian model (possibly based on MCMC) in the form of simulations from the posterior distributions of suitable variables of costs and clinical benefits for two or more interventions, produces a health economic evaluation. Compares one of the interventions (the "reference") to the others ("comparators"). Produces many summary and plots to analyse the results
Chronikis
19 ⭐
A compiler for Bayesian time series models.
Rhat_ess
19 ⭐
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
Pygtc
16 ⭐
Make a sweet giant triangle confusogram (GTC) plot
Logdensityproblems.jl
17 ⭐
A common framework for implementing and using log densities for inference.
Kissabc.jl
17 ⭐
Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation
Inference Tools
14 ⭐
Python tools for Bayesian data analysis
Bayesian Data Analysis
13 ⭐
Berlin Bayesians' solutions to Bayesian Data Analysis, 3rd edition.
Biguq.jl
12 ⭐
Bayesian Information Gap Decision Theory
Pythonbrmltoolbox
11 ⭐
Python 3.7 version of David Barber's MATLAB BRMLtoolbox
Hammlet
10 ⭐
Fast Bayesian Hidden Markov Model with Wavelet Compression
Uber Orbit
17 ⭐
Bayesian time series modeling and inference