Projects in Awesome Lists tagged with bayesian-data-analysis
A curated list of projects in awesome lists tagged with bayesian-data-analysis .
https://github.com/stan-dev/stan
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.
bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics stan
Last synced: 06 Jan 2026
https://github.com/avehtari/bda_course_aalto
Bayesian Data Analysis course at Aalto
bayes bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-workflow
Last synced: 04 Sep 2025
https://avehtari.github.io/BDA_course_Aalto/
Bayesian Data Analysis course at Aalto
bayes bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-workflow
Last synced: 04 May 2025
https://github.com/avehtari/BDA_course_Aalto
Bayesian Data Analysis course at Aalto
bayes bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-workflow
Last synced: 26 Apr 2025
https://github.com/stan-dev/rstan
RStan, the R interface to Stan
bayesian-data-analysis bayesian-inference bayesian-statistics mcmc r r-package stan
Last synced: 11 Apr 2025
https://github.com/avehtari/bda_py_demos
Bayesian Data Analysis demos for Python
bayesian bayesian-data-analysis bayesian-inference mcmc python stan
Last synced: 16 May 2025
https://github.com/avehtari/BDA_py_demos
Bayesian Data Analysis demos for Python
bayesian bayesian-data-analysis bayesian-inference mcmc python stan
Last synced: 19 Jul 2025
https://github.com/aloctavodia/statistical-rethinking-with-python-and-pymc3
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
bayesian-data-analysis data-science pymc python statistics
Last synced: 12 Apr 2025
https://github.com/aloctavodia/Statistical-Rethinking-with-Python-and-PyMC3
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
bayesian-data-analysis data-science pymc python statistics
Last synced: 19 Jul 2025
https://mjskay.github.io/tidybayes/
Bayesian analysis + tidy data + geoms (R package)
bayesian-data-analysis brms ggplot2 jags r r-package stan tidy-data visualization
Last synced: 10 Jul 2025
https://github.com/mjskay/tidybayes
Bayesian analysis + tidy data + geoms (R package)
bayesian-data-analysis brms ggplot2 jags r r-package stan tidy-data visualization
Last synced: 15 May 2025
https://github.com/jwarmenhoven/dbda-python
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
bayesian-data-analysis bayesian-inference hierarchical-models kruschke mcmc probabilistic-programming pymc3
Last synced: 04 Apr 2025
https://github.com/JWarmenhoven/DBDA-python
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
bayesian-data-analysis bayesian-inference hierarchical-models kruschke mcmc probabilistic-programming pymc3
Last synced: 14 Mar 2025
https://github.com/ericmjl/bayesian-stats-modelling-tutorial
How to do Bayesian statistical modelling using numpy and PyMC3
bayesian bayesian-data-analysis bayesian-data-science bayesian-inference bayesian-statistics pymc
Last synced: 04 Apr 2025
https://github.com/avehtari/bda_r_demos
Bayesian Data Analysis demos for R
bayesian bayesian-data-analysis bayesian-inference mcmc monte-carlo r stan
Last synced: 14 Apr 2025
https://github.com/avehtari/BDA_R_demos
Bayesian Data Analysis demos for R
bayesian bayesian-data-analysis bayesian-inference mcmc monte-carlo r stan
Last synced: 14 Mar 2025
https://github.com/ericmjl/bayesian-analysis-recipes
A collection of Bayesian data analysis recipes using PyMC3
bayesian bayesian-analysis bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics neural-networks notebook treatment-groups
Last synced: 04 Apr 2025
https://github.com/stan-dev/rstanarm
rstanarm R package for Bayesian applied regression modeling
bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics multilevel-models r r-package rstan rstanarm stan statistical-modeling
Last synced: 04 Apr 2025
https://github.com/uncomplicate/bayadera
High-performance Bayesian Data Analysis on the GPU in Clojure
bayesian bayesian-data-analysis bayesian-inference clojure clojure-library cuda gpu gpu-acceleration gpu-computing high-performance-computing machine-learning markov-chain-monte-carlo mcmc opencl statistics
Last synced: 09 Apr 2025
https://github.com/stan-dev/shinystan
shinystan R package and ShinyStan GUI
bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics mcmc r r-package shiny-apps stan statistical-graphics
Last synced: 10 Apr 2025
https://github.com/fehiepsi/rethinking-pyro
Statistical Rethinking with PyTorch and Pyro
bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics
Last synced: 14 Apr 2025
https://github.com/stan-dev/loo
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
bayes bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics cross-validation information-criterion model-comparison r-package stan
Last synced: 04 Apr 2025
https://github.com/xfim/ggmcmc
Graphical tools for analyzing Markov Chain Monte Carlo simulations from Bayesian inference
bayesian-data-analysis ggplot2 graphical jags mcmc r stan
Last synced: 08 Oct 2025
https://github.com/AlexIoannides/pymc-example-project
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
bayesian-data-analysis bayesian-inference data-science machine-learning numpy pandas probabilistic-programming pymc3 python scikit-learn
Last synced: 19 Jul 2025
https://github.com/alexioannides/pymc-example-project
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
bayesian-data-analysis bayesian-inference data-science machine-learning numpy pandas probabilistic-programming pymc3 python scikit-learn
Last synced: 05 Jul 2025
https://github.com/vasishth/bayescogsci
Introduction to Bayesian Data Analysis for Cognitive Science by Nicenboim, Schad, Vasishth
bayesian-data-analysis brms linguistics psychology stan
Last synced: 15 Mar 2025
https://github.com/m-clark/bayesian-basics
:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.
bayesian bayesian-analysis bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics brms gibbs hamiltonian-monte-carlo likelihood mcmc metropolis-hastings posterior-predictive posterior-probability prior r regression-models rstan rstanarm stan
Last synced: 17 Jun 2025
https://github.com/montanaz0r/bayesian-statistics-the-fun-way
Solutions and workflow for the Bayesian Statistics The Fun Way book in Python
bayesian-data-analysis bayesian-statistics data-science jupyter-notebook numpy pandas probability python scipy statistics
Last synced: 25 Jun 2025
https://github.com/ericmjl/bayesian-stats-talk
Doing Bayesian statistics in Python!
bayesian bayesian-data-analysis bayesian-inference bayesian-statistics
Last synced: 13 Apr 2025
https://github.com/jgabry/bayes-vis-paper
'Visualization in Bayesian workflow' by Gabry, Simpson, Vehtari, Betancourt, and Gelman. (JRSS discussion paper and code)
bayesian-data-analysis journal-article r stan statistical-graphics statistical-workflow
Last synced: 14 Sep 2025
https://github.com/avehtari/bda_m_demos
Bayesian Data Analysis demos for Matlab/Octave
bayesian bayesian-data-analysis bayesian-inference mcmc octave stan
Last synced: 09 Oct 2025
https://github.com/n-kall/priorsense
priorsense: an R package for prior diagnostics and sensitivity
bayes bayesian bayesian-data-analysis bayesian-methods prior-distribution r r-package sensitivity-analysis stan
Last synced: 05 Apr 2025
https://github.com/stan-dev/rstantools
Tools for Developing R Packages Interfacing with Stan
bayesian-data-analysis bayesian-statistics developer-tools r-package stan
Last synced: 31 Aug 2025
https://github.com/bikestra/bdapy
Reproducing plots of Bayesian Data Analysis (Gelman et al, 3rd Edition) in Python
bayesian bayesian-data-analysis gelman mcmc python statistics
Last synced: 17 Dec 2025
https://github.com/mvuorre/bmlm
Bayesian multilevel mediation models in R
bayesian-data-analysis cran multilevel-mediation-models r statistics
Last synced: 06 Apr 2025
https://github.com/tpapp/logdensityproblems.jl
A common framework for implementing and using log densities for inference.
bayesian bayesian-data-analysis bayesian-inference bayesian-methods julia mcmc
Last synced: 06 Apr 2025
https://github.com/tpapp/LogDensityProblems.jl
A common framework for implementing and using log densities for inference.
bayesian bayesian-data-analysis bayesian-inference bayesian-methods julia mcmc
Last synced: 27 Mar 2025
https://github.com/tpapp/dynamichmcexamples.jl
Examples for Bayesian inference using DynamicHMC.jl and related packages.
bayesian bayesian-data-analysis bayesian-inference julia julia-language julialang mcmc
Last synced: 10 Apr 2025
https://github.com/SebastianBocquet/pygtc
Make a sweet giant triangle confusogram (GTC) plot
bayesian-data-analysis data-visualization mcmc
Last synced: 27 Mar 2025
https://github.com/sebastianbocquet/pygtc
Make a sweet giant triangle confusogram (GTC) plot
bayesian-data-analysis data-visualization mcmc
Last synced: 21 Oct 2025
https://github.com/avehtari/rhat_ess
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics markov-chain-monte-carlo
Last synced: 06 Jan 2026
https://github.com/francescoalemanno/kissabc.jl
Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation
approximate-bayesian-computation bayesian-data-analysis bayesian-inference julia-language kissabc probabilistic-inference statistical-inference
Last synced: 10 Apr 2025
https://github.com/francescoalemanno/KissABC.jl
Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation
approximate-bayesian-computation bayesian-data-analysis bayesian-inference julia-language kissabc probabilistic-inference statistical-inference
Last synced: 04 May 2025
https://github.com/madsjulia/biguq.jl
Bayesian Information Gap Decision Theory
bayesian bayesian-data-analysis data-driven data-science decision-analysis decision-making decision-model decision-support decision-theory experimental-design high-performance-computing information-gap information-theory julia mads model-analysis model-driven predictive-analysis uncertainty-quantification
Last synced: 22 Apr 2025
https://github.com/bnicenboim/bcogsci
Datasets and models included in the book "An Introduction to Bayesian Data Analysis for Cognitive Science".
bayesian-data-analysis cognitive-science datasets
Last synced: 11 Jul 2025
https://github.com/mikeroyal/bayesian-statistics-guide
Bayesian Statistics Guide
bayes bayes-classifier bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-network bayesian-networks bayesian-optimization bayesian-statistics deep-learning machine-learning pytorch statistics
Last synced: 13 May 2025
https://github.com/alexioannides/pymc-advi-hmc-demo
Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.
bayesian-data-analysis bayesian-inference data-science example-project jupyter-notebook machine-learning markov-chain-monte-carlo probabilistic-programming pymc3 python variational-inference
Last synced: 28 Jul 2025
https://github.com/jhrcook/bayesian-data-analysis-course
My notes and work for the Bayesian Data Analysis course taught by Aki Vehtari.
bayes bayesian-data-analysis bayesian-statistics course distill-website rmarkdown stan
Last synced: 18 Oct 2025
https://github.com/petrushev/bayesian-modeling
Case studies with Bayesian methods
bayesian-data-analysis bayesian-inference bayesian-methods hierarchical-models jupyter-notebook mcmc multilevel-models pymc3 python statistical-models
Last synced: 07 Oct 2025
https://github.com/florent-leclercq/pyselfi
Simulator Expansion for Likelihood-Free Inference (SELFI): a python implementation
approximate-bayesian-computation bayesian-data-analysis cosmology galaxy-clustering large-scale-structure likelihood-free-inference
Last synced: 14 Jan 2026
https://github.com/fweber144/shinybrms
An R package providing a GUI ('shiny' app) for the R package 'brms'.
bayes bayesian bayesian-data-analysis bayesian-inference bayesian-statistics brms cmdstanr gui mcmc r r-package rstan shiny shiny-app stan statistical-analysis statistical-inference statistical-models statistics
Last synced: 31 Aug 2025
https://github.com/nagasaki45/dbdapy
Following "Doing Bayesian Data Analysis", in python
bayesian-data-analysis data-science pymc3
Last synced: 29 Jul 2025
https://github.com/beekill95/numpyro-doing-bayesian
My implementation of John K. Kruschke's Doing Bayesian Data Analysis 2nd edition using Python and Numpyro.
bayesian-data-analysis bayesian-inference dbda2e hierarchical-models kruschke mcmc numpyro probabilistic-programming
Last synced: 10 Apr 2025
https://github.com/stappit/blog
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.
bayesian-data-analysis blog data-analysis data-science gelman hakyll haskell pearl purely-functional-data-structures solutions stan static-site statistical-inference statistics
Last synced: 14 Mar 2025
https://github.com/bearloga/bcda
This R package is a set of tools for Bayesian analysis of categorical data, specifically 2×2 contingency tables.
bayesian-data-analysis bayesian-inference r r-package rstats
Last synced: 09 Apr 2025
https://github.com/florent-leclercq/correlations_vs_field
Correlation functions versus field-level inference in cosmology: example with log-normal fields
approximate-bayesian-computation bayesian-data-analysis cosmological-inference cosmology data-assimilation likelihood-free-inference markov-chain-monte-carlo simulation-based-inference
Last synced: 17 Jan 2026
https://github.com/fvlankvelt/emmy
Embedded Scala probabilistic programming language
bayes bayesian-data-analysis bayesian-inference scala scalability variational-bayes
Last synced: 21 Jun 2025
https://github.com/jhrcook/bayesian-analysis-with-python_e2
My notes on "Bayesian Analysis with Python" (edition 2) by Osvaldo Martin.
bayesian bayesian-analysis bayesian-analysis-with-python bayesian-data-analysis bayesian-data-science bayesian-statistics data-science linear-regression pymc3 python python3
Last synced: 09 Apr 2025
https://github.com/topipa/iwmm
iwmm: an R package for adaptive importance sampling
bayesian bayesian-data-analysis bayesian-methods r r-package stan
Last synced: 30 Apr 2025
https://github.com/nshen7/decemedip
An R package for deconvoluting cell types in bulk-tissue/cell-free MeDIP-seq data leveraging a Bayesian hierarchical model. Depends on RStan.
bayesian bayesian-data-analysis bayesian-inference bioinformatics dna-methylation dna-methylation-data epigenomics generative-model omics rstan stan
Last synced: 26 Jan 2026
https://github.com/avisionh/predictgraduateprospects
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-analysis bayesian-data-analysis bayesian-statistics jags linear-regression markov-chain-monte-carlo
Last synced: 22 Mar 2025
https://github.com/phineas-pta/bayesian-methods-for-hackers-using-pystan
"Probabilistic Programming & Bayesian Methods for Hackers" book ported to Stan (python)
bayesian-data-analysis bayesian-statistics cmdstan cmdstanpy mcmc pystan stan
Last synced: 20 Feb 2025
https://github.com/sempwn/bennu
Bayesian Estimation of Naloxone Numbers Underreporting
bayesian-data-analysis naloxone r r-package rstats stan
Last synced: 30 Oct 2025
https://github.com/mrtkp9993/bayesian-inference
Bayesci çıkarıma giriş.
bayesian-data-analysis bayesian-inference bayesian-statistics pymc3 python
Last synced: 20 Sep 2025
https://github.com/joe5saia/hmc.jl
Hidden Markov Model Estimated with MCMC in Julia with option for parallel estimation.
bayesian-data-analysis hiddenmarkovmodel julia
Last synced: 21 Sep 2025
https://github.com/jhrcook/neurobio-316qc
NeuroBio 316QC: Probabilistic models for neural data: from single neurons to population dynamics
bayesian bayesian-data-analysis bayesian-models modeling neurobiology
Last synced: 03 Mar 2025
https://github.com/mooerslab/jointprob1d
Notes for the jointprob group
bayesian-data-analysis bayesian-inference bayesian-statistics
Last synced: 12 Jan 2026
https://github.com/ppintosilva/bayes-babies
Learning Bayesian Statistics, the baby way
bayesian-data-analysis bayesian-inference bayesian-statistics group-study learning-by-doing self-study
Last synced: 02 Jan 2026
https://github.com/jordandeklerk/pyloo
Python package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS) for Bayesian Modeling
bayes bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics cross-validation information-criterion model-comparison python python-package
Last synced: 07 May 2025
https://github.com/jhrcook/bda-course-proj
My final project for the Bayesian Data Analysis course.
bayesian-data-analysis r rstan stan
Last synced: 27 Jul 2025
https://github.com/tallamjr/bap-numpyro
Bayesian Analysis in Python (2nd ed.) with Numpyro
bayesian-data-analysis bayesian-inference laplace-approximation markov-chain-monte-carlo numpyro variational-inference
Last synced: 04 Apr 2025
https://github.com/ichowdhury01/ece-302-probability-models-and-stochastic-processes
Projects for ECE-302: Probability Models & Stochastic Processes
bayesian-data-analysis machine-learning maximum-a-posteriori-estimation maximum-likelihood-estimation mmse-estimation
Last synced: 10 Jul 2025
https://github.com/mooerslab/cmdstanpy-voice-in
The Voice triggered Snippets of cmdstan code for use with Voice In Plus
bayesian-data-analysis coding-assistance colab human-computer-interface interactive-computing jupyter software-engineering voice-computing voice-triggered-code-snippets
Last synced: 06 Oct 2025
https://github.com/jeffreywijaya100/insurance_bayesian
US Health Insurance Bayesian Data Analytics (Group Project)
bayesian-data-analysis r rjags rlang
Last synced: 17 Mar 2025
https://github.com/davidgeorgewilliams/sushinference-bayes
Dive into the flavorful world of probabilistic sushi recommendations with SushiNference-Bayes! This innovative C# project leverages Bayesian inference and the Infer.NET library to predict and model sushi preferences, serving up a delicious blend of machine learning and culinary science.
bayes-classifier bayesian-data-analysis bayesian-inference bayesian-methods bayesian-networks bayesian-optimization c-sharp c-sharp-8 dotnet dotnet-framework sushi
Last synced: 08 Feb 2026
https://github.com/antonio-calcagni/ssmousetrack
Bayesian State-Space Modeling of Mouse-Tracking Experiments via Stan
bayesian-data-analysis mouse-tracking state-space-model
Last synced: 12 Dec 2025
https://github.com/corazon-code/pyloo
Python package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS) for Bayesian Modeling
bayes bayesian-data-analysis cross-validation cuda dump fuzzy-matching looker loot-table machine-learning minecraft model-comparison python spreadsheet tensorflow
Last synced: 03 Apr 2025
