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The Top 20 Bayesian Data Analysis Open Source Projects

Categories > Machine Learning > Bayesian Data Analysis
Stan ⭐ 2,039
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 ⭐ 789
Bayesian Data Analysis demos for Python
Rstan ⭐ 765
RStan, the R interface to Stan
Statistical Rethinking With Python And Pymc3 ⭐ 715
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
Tidybayes ⭐ 559
Bayesian analysis + tidy data + geoms (R package)
Dbda Python ⭐ 511
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
Bayesian Stats Modelling Tutorial ⭐ 487
How to do Bayesian statistical modelling using numpy and PyMC3
Bayesian Analysis Recipes ⭐ 481
A collection of Bayesian data analysis recipes using PyMC3
Bda_r_demos ⭐ 412
Bayesian Data Analysis demos for R
Bayadera ⭐ 343
High-performance Bayesian Data Analysis on the GPU in Clojure
Rstanarm ⭐ 288
rstanarm R package for Bayesian applied regression modeling
Shinystan ⭐ 172
shinystan R package and ShinyStan GUI
Rethinking Pyro ⭐ 118
Statistical Rethinking with PyTorch and Pyro
Loo ⭐ 107
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.
Bayes Vis Paper ⭐ 47
'Visualization in Bayesian workflow' by Gabry, Simpson, Vehtari, Betancourt, and Gelman. (JRSS discussion paper and code)
Chronikis ⭐ 20
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 ⭐ 13
Make a sweet giant triangle confusogram (GTC) plot
1-20 of 20 projects
Advertising 📦 10
All Projects
Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
Blockchain 📦 73
Build Tools 📦 113
Cloud Computing 📦 80
Code Quality 📦 28
Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
Web Browsers 📦 42
Web Servers 📦 26
Web User Interface 📦 210