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The Top 73 Bayesian Data Analysis Open Source Projects on Github

Categories > Machine Learning > Bayesian Data Analysis
Stan ⭐ 2,168
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 ⭐ 831
Bayesian Data Analysis demos for Python
Rstan ⭐ 816
RStan, the R interface to Stan
Statistical Rethinking With Python And Pymc3 ⭐ 674
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
Tidybayes ⭐ 619
Bayesian analysis + tidy data + geoms (R package)
Bayesian Stats Modelling Tutorial ⭐ 543
How to do Bayesian statistical modelling using numpy and PyMC3
Dbda Python ⭐ 543
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 ⭐ 445
Bayesian Data Analysis demos for R
Bayadera ⭐ 333
High-performance Bayesian Data Analysis on the GPU in Clojure
Rstanarm ⭐ 296
rstanarm R package for Bayesian applied regression modeling
Shinystan ⭐ 172
shinystan R package and ShinyStan GUI
Loo ⭐ 110
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
Rethinking Pyro ⭐ 90
Statistical Rethinking with PyTorch and Pyro
Pymc Example Project ⭐ 87
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
Birch ⭐ 77
A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.
Bayesian Stats Talk ⭐ 59
Doing Bayesian statistics in Python!
Bayes Vis Paper ⭐ 49
'Visualization in Bayesian workflow' by Gabry, Simpson, Vehtari, Betancourt, and Gelman. (JRSS discussion paper and code)
Bayesian Basics ⭐ 46
🚫 ↩️ A document that introduces Bayesian data analysis.
Bdapy ⭐ 45
Reproducing plots of Bayesian Data Analysis (Gelman et al, 3rd Edition) in Python
Stan Ja ⭐ 44
Stanマニュアルの日本語への翻訳プロジェクト
Bda_m_demos ⭐ 42
Bayesian Data Analysis demos for Matlab/Octave
Rstantools ⭐ 31
Tools for Developing R Packages Interfacing with Stan
Bmlm ⭐ 31
Bayesian multilevel mediation models in R
Dynamichmcexamples.jl ⭐ 28
Examples for Bayesian inference using DynamicHMC.jl and related packages.
Statistical Rethinking Solutions ⭐ 26
Solutions of practice problems from the Richard McElreath's "Statistical Rethinking" book.
Kissabc.jl ⭐ 22
Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation
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
Rhat_ess ⭐ 22
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
Pygtc ⭐ 20
Make a sweet giant triangle confusogram (GTC) plot
Chronikis ⭐ 19
A compiler for Bayesian time series models.
Inference Tools ⭐ 18
Python tools for Bayesian data analysis
Logdensityproblems.jl ⭐ 17
A common framework for implementing and using log densities for inference.
Biguq.jl ⭐ 13
Bayesian Information Gap Decision Theory
Bayesian Data Analysis ⭐ 12
Berlin Bayesians' solutions to Bayesian Data Analysis, 3rd edition.
Pythonbrmltoolbox ⭐ 10
Python 3.7 version of David Barber's MATLAB BRMLtoolbox
Hammlet ⭐ 10
Fast Bayesian Hidden Markov Model with Wavelet Compression
Qcbs_stan_workshop ⭐ 9
Introduction to Stan, rstan & rstanarm
Bfw ⭐ 9
Framework for conducting Bayesian analyses
Hmsc ⭐ 9
Hierarchical Model of Species Communities (HMSC) is an R package, which provides extensive set of analytical tools devised for numerical analysis of data on ecological communities or other similarly structured data. The methodological core of the HMSC approach is centered on combination of hierarchical regression and latent factor models.
Bayesian Modeling ⭐ 8
Case studies with Bayesian methods
Shot Generation ⭐ 8
Bayesian modelling of shot generation and conversion in soccer
Dbdapy ⭐ 7
Following "Doing Bayesian Data Analysis", in python
Shinybrms ⭐ 6
An R package providing a GUI ('shiny' app) for the R package 'brms'.
Dixon Coles Worldcup ⭐ 6
Undermining the integrity of an office prediction contest
Bcda ⭐ 6
This R package is a set of tools for Bayesian analysis of categorical data, specifically 2×2 contingency tables.
Pymc Advi Hmc Demo ⭐ 5
Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.
Adbi Projects ⭐ 4
Projects from the Course on "Algorithms for Data guided Business Intelligence"
Emmy ⭐ 4
Embedded Scala probabilistic programming language
Steelhead_ipm ⭐ 4
This repo contains the code and data necessary to reproduce the analyses described in Scheuerell et al.
Bcogsci ⭐ 3
Datasets and models included in the book "An Introduction to Bayesian Data Analysis for Cognitive Science".
Predictgraduateprospects ⭐ 3
Applies Bayesian techniques for analysing various factors that can influence a UK university's graduate prospects rating from the HESA SFR247 and Complete University Guide table.
Bayesian Data Analysis Course ⭐ 3
My notes and work for the Bayesian Data Analysis course taught by Aki Vehtari.
Chumipm ⭐ 3
This is the development site for an Integrated Population Model for chum salmon in the lower Columbia River.
Pyselfi ⭐ 3
Simulator Expansion for Likelihood-Free Inference (SELFI): a python implementation
Narm ⭐ 3
The code for the paper "Leveraging Node Attributes for Incomplete Relational Data" in ICML 2017
Blog ⭐ 3
I often post solutions to textbook exercises, including: Bayesian Data Analysis (BDA) by Gelman et al; Causal Inference in Statistics Primer (CISP) by Pearl et al; Purely Functional Data Structures (PFDS) by Okasaki.
Borg_sdss_data_release ⭐ 2
Public release of data products following the BORG SDSS analysis
Naive Bayes Python ⭐ 2
classifier of programming languages
Aukecoho ⭐ 2
Development site for an integrated population model for Auke Creek coho salmon
Lottery ⭐ 2
Lottery analysis
Correlations_vs_field ⭐ 2
Correlation functions versus field-level inference in cosmology: example with log-normal fields
Statistical_rethinking2 ⭐ 1
Notebooks (mostly R but some PyMC3) covering Prof Richard McElreath's Statistical Rethinking 2 book (draft version up to 26th Sept 2019) and Homeworks from his winter 2019 lecture course
Bayesian Inference ⭐ 1
Bayesci çıkarıma giriş.
Pyspecnest ⭐ 1
Nested sampling of pyspeckit models with PyMultiNest.
Bayes Babies ⭐ 1
Learning Bayesian Statistics, the baby way
Bayesian Inference Playground ⭐ 1
Exercise repo for Bayesian Statistical Inference courses at University of Eastern Finland.
Bayesian Methods For Hackers Using Pystan ⭐ 1
"Probabilistic Programming & Bayesian Methods for Hackers" book ported to Stan (python)
Gretadfa ⭐ 1
Using the greta package for R to fit Dynamic Factor Models
Data Mining ⭐ 1
Projects of Machine Learning and DataMining - course followed at Université de Technologie de Compiegne (UTC) France.
Bayesian_data_analysis_pyro ⭐ 1
Uci Ics Olympic Games Bayesian Data Analysis ⭐ 0
[Bayesian Predictive Analytics] UCI STATS 115/205 Bayesian Data Analysis | Analyzed how an U.S. Olympian's age, sex, height, and weight affect their chances of winning a gold medal.
1-73 of 73 projects

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Advertising 📦 9
All Projects
Application Programming Interfaces 📦 120
Applications 📦 181
Artificial Intelligence 📦 72
Blockchain 📦 70
Build Tools 📦 111
Cloud Computing 📦 79
Code Quality 📦 28
Collaboration 📦 30
Command Line Interface 📦 48
Community 📦 81
Companies 📦 60
Compilers 📦 60
Computer Science 📦 74
Configuration Management 📦 39
Content Management 📦 167
Control Flow 📦 197
Data Formats 📦 77
Data Processing 📦 266
Data Storage 📦 132
Economics 📦 60
Frameworks 📦 198
Games 📦 122
Graphics 📦 103
Hardware 📦 148
Integrated Development Environments 📦 47
Learning Resources 📦 147
Legal 📦 28
Libraries 📦 119
Lists Of Projects 📦 21
Machine Learning 📦 336
Mapping 📦 61
Marketing 📦 15
Mathematics 📦 55
Media 📦 228
Messaging 📦 97
Networking 📦 304
Operating Systems 📦 84
Operations 📦 120
Package Managers 📦 52
Programming Languages 📦 229
Runtime Environments 📦 96
Science 📦 42
Security 📦 375
Social Media 📦 26
Software Architecture 📦 70
Software Development 📦 68
Software Performance 📦 57
Software Quality 📦 127
Text Editors 📦 45
Text Processing 📦 131
User Interface 📦 310
User Interface Components 📦 465
Version Control 📦 29
Virtualization 📦 68
Web Browsers 📦 38
Web Servers 📦 25
Web User Interface 📦 194
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