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The Top 67 Bayesian Data Analysis Open Source Projects

Categories > Machine Learning > Bayesian Data Analysis
Stan ⭐ 2,304
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.
most recent commit 9 days ago
Rstan ⭐ 875
RStan, the R interface to Stan
most recent commit 2 months ago
Bda_py_demos ⭐ 851
Bayesian Data Analysis demos for Python
most recent commit 9 months ago
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
most recent commit 4 years ago
Tidybayes ⭐ 664
Bayesian analysis + tidy data + geoms (R package)
dependent packages 9total releases 12most recent commit 21 days ago
Bayesian Stats Modelling Tutorial ⭐ 601
How to do Bayesian statistical modelling using numpy and PyMC3
most recent commit 3 months ago
Dbda Python ⭐ 543
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
most recent commit a year ago
Bayesian Analysis Recipes ⭐ 510
A collection of Bayesian data analysis recipes using PyMC3
most recent commit 9 months ago
Bda_r_demos ⭐ 495
Bayesian Data Analysis demos for R
most recent commit a month ago
Rstanarm ⭐ 323
rstanarm R package for Bayesian applied regression modeling
most recent commit 2 months ago
Shinystan ⭐ 181
shinystan R package and ShinyStan GUI
dependent packages 17total releases 9most recent commit 2 months ago
Loo ⭐ 121
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
dependent packages 62total releases 17most recent commit 2 months ago
Ggmcmc ⭐ 101
Graphical tools for analyzing Markov Chain Monte Carlo simulations from Bayesian inference
most recent commit 5 months ago
Rethinking Pyro ⭐ 90
Statistical Rethinking with PyTorch and Pyro
most recent commit 3 years ago
Birch ⭐ 88
A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.
most recent commit 19 days ago
Pymc Example Project ⭐ 87
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
most recent commit 4 years ago
Bayesian Basics ⭐ 61
🚫 ↩️ A document that introduces Bayesian data analysis.
most recent commit 7 months ago
Stan Ja ⭐ 51
Stanマニュアルの日本語への翻訳プロジェクト
most recent commit 9 months ago
Bayes Vis Paper ⭐ 49
'Visualization in Bayesian workflow' by Gabry, Simpson, Vehtari, Betancourt, and Gelman. (JRSS discussion paper and code)
most recent commit 2 years ago
Bdapy ⭐ 45
Reproducing plots of Bayesian Data Analysis (Gelman et al, 3rd Edition) in Python
most recent commit 8 years ago
Bda_m_demos ⭐ 42
Bayesian Data Analysis demos for Matlab/Octave
most recent commit 3 years ago
Rstantools ⭐ 34
Tools for Developing R Packages Interfacing with Stan
most recent commit 2 months ago
Dynamichmcexamples.jl ⭐ 33
Examples for Bayesian inference using DynamicHMC.jl and related packages.
most recent commit 23 days ago
Bmlm ⭐ 31
Bayesian multilevel mediation models in R
total releases 14most recent commit a year ago
Bcea ⭐ 28
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
most recent commit 23 days ago
Logdensityproblems.jl ⭐ 26
A common framework for implementing and using log densities for inference.
most recent commit 20 days ago
Statistical Rethinking Solutions ⭐ 26
Solutions of practice problems from the Richard McElreath's "Statistical Rethinking" book.
most recent commit 4 years ago
Pygtc ⭐ 23
Make a sweet giant triangle confusogram (GTC) plot
dependent packages 1total releases 11most recent commit 6 months agopypi pyGTC} Downloads
Rhat_ess ⭐ 22
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
most recent commit a year ago
Kissabc.jl ⭐ 22
Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation
most recent commit a year ago
Inference Tools ⭐ 21
Python tools for Bayesian data analysis
most recent commit 17 days ago
Chronikis ⭐ 19
A compiler for Bayesian time series models.
most recent commit 3 years ago
Biguq.jl ⭐ 16
Bayesian Information Gap Decision Theory
most recent commit 4 months ago
Bayesian Data Analysis ⭐ 12
Berlin Bayesians' solutions to Bayesian Data Analysis, 3rd edition.
most recent commit 3 years ago
Pythonbrmltoolbox ⭐ 10
Python 3.7 version of David Barber's MATLAB BRMLtoolbox
most recent commit 4 years ago
Bfw ⭐ 10
Framework for conducting Bayesian analyses
total releases 7most recent commit 7 months ago
Hammlet ⭐ 10
Fast Bayesian Hidden Markov Model with Wavelet Compression
most recent commit 3 years ago
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.
most recent commit 4 years ago
Shot Generation ⭐ 8
Bayesian modelling of shot generation and conversion in soccer
most recent commit 4 years ago
Bayesian Modeling ⭐ 8
Case studies with Bayesian methods
most recent commit 2 months ago
Bcogsci ⭐ 7
Datasets and models included in the book "An Introduction to Bayesian Data Analysis for Cognitive Science".
most recent commit 11 days ago
Dbdapy ⭐ 7
Following "Doing Bayesian Data Analysis", in python
most recent commit 2 years ago
Shinybrms ⭐ 6
An R package providing a GUI ('shiny' app) for the R package 'brms'.
total releases 10most recent commit 2 months ago
Bcda ⭐ 6
This R package is a set of tools for Bayesian analysis of categorical data, specifically 2×2 contingency tables.
most recent commit 2 years ago
Dixon Coles Worldcup ⭐ 6
Undermining the integrity of an office prediction contest
most recent commit 3 years ago
Pymc Advi Hmc Demo ⭐ 5
Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.
most recent commit 4 years ago
Dcss_supplementary ⭐ 5
Supplementary materials for McLevey 2021 Doing Computational Social Science (Sage, UK).
most recent commit 4 months ago
Adbi Projects ⭐ 4
Projects from the Course on "Algorithms for Data guided Business Intelligence"
most recent commit 4 years ago
Bayesian Data Analysis Course ⭐ 4
My notes and work for the Bayesian Data Analysis course taught by Aki Vehtari.
most recent commit 8 months ago
Emmy ⭐ 4
Embedded Scala probabilistic programming language
most recent commit 5 years ago
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.
most recent commit 2 years ago
Narm ⭐ 3
The code for the paper "Leveraging Node Attributes for Incomplete Relational Data" in ICML 2017
most recent commit 5 years ago
Pyselfi ⭐ 3
Simulator Expansion for Likelihood-Free Inference (SELFI): a python implementation
most recent commit 3 years ago
Naive Bayes Python ⭐ 2
classifier of programming languages
most recent commit 3 years ago
Lottery ⭐ 2
Lottery analysis
most recent commit 2 years ago
Borg_sdss_data_release ⭐ 2
Public release of data products following the BORG SDSS analysis
most recent commit 3 years ago
Correlations_vs_field ⭐ 2
Correlation functions versus field-level inference in cosmology: example with log-normal fields
most recent commit a year ago
Bayesiangls ⭐ 2
An implementation of the Bayesian Generalized Lomb Scargle periodogram as described by Mortier et al. 2015
most recent commit 3 years ago
Aukecoho ⭐ 2
Development site for an integrated population model for Auke Creek coho salmon
most recent commit a year ago
Bayes Babies ⭐ 1
Learning Bayesian Statistics, the baby way
most recent commit 3 years ago
Bayesian Methods For Hackers Using Pystan ⭐ 1
"Probabilistic Programming & Bayesian Methods for Hackers" book ported to Stan (python)
most recent commit 4 days ago
Data Mining ⭐ 1
Projects of Machine Learning and DataMining - course followed at Université de Technologie de Compiegne (UTC) France.
most recent commit 5 years ago
Pyspecnest ⭐ 1
Nested sampling of pyspeckit models with PyMultiNest.
most recent commit a year ago
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
most recent commit 3 years ago
Bayesian_data_analysis_pyro ⭐ 1
most recent commit 3 years ago
Bayesian Inference ⭐ 1
Bayesci çıkarıma giriş.
most recent commit 2 years ago
Aalto Ml Projects ⭐ 1
This repository contains all the project reports for Masters in Machine Learning and Data Mining at Aalto University (2017-19).
most recent commit 3 years ago
1-67 of 67 projects
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