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The Top 20 Bayesian Data Analysis Open Source Projects
Categories
>
Machine Learning
>
Bayesian Data Analysis
Stan
⭐
2,087
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
⭐
817
Bayesian Data Analysis demos for Python
Rstan
⭐
798
RStan, the R interface to Stan
Statistical Rethinking With Python And Pymc3
⭐
729
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
Tidybayes
⭐
607
Bayesian analysis + tidy data + geoms (R package)
Bayesian Stats Modelling Tutorial
⭐
541
How to do Bayesian statistical modelling using numpy and PyMC3
Dbda Python
⭐
538
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
Bayesian Analysis Recipes
⭐
495
A collection of Bayesian data analysis recipes using PyMC3
Bda_r_demos
⭐
438
Bayesian Data Analysis demos for R
Bayadera
⭐
341
High-performance Bayesian Data Analysis on the GPU in Clojure
Rstanarm
⭐
297
rstanarm R package for Bayesian applied regression modeling
Shinystan
⭐
175
shinystan R package and ShinyStan GUI
Rethinking Pyro
⭐
127
Statistical Rethinking with PyTorch and Pyro
Loo
⭐
110
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
Ggmcmc
⭐
96
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)
Rhat_ess
⭐
20
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
Chronikis
⭐
20
A compiler for Bayesian time series models.
Pygtc
⭐
13
Make a sweet giant triangle confusogram (GTC) plot
1-20 of 20 projects
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Application Programming Interfaces
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Applications
📦 192
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📦 78
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📦 73
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📦 113
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📦 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
