bayesian-data-analysis

There are 22 repositories under bayesian-data-analysis topic.

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.
stan bayesian-inference bayesian bayesian-methods bayesian-statistics bayesian-data-analysis
Language:C++ 2682
avehtari / BDA_course_Aalto
Bayesian Data Analysis course at Aalto
bayes bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-workflow
Language:TeX 2191
stan-dev / rstan
RStan, the R interface to Stan
stan mcmc bayesian-inference bayesian-data-analysis bayesian-statistics r r-package
Language:R 1064
avehtari / BDA_py_demos
Bayesian Data Analysis demos for Python
python bayesian-data-analysis bayesian-inference bayesian mcmc stan
Language:Jupyter Notebook 1009
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
Language:Jupyter Notebook 850
tidybayes
mjskay / tidybayes
Bayesian analysis + tidy data + geoms (R package)
bayesian-data-analysis brms ggplot2 jags r r-package stan tidy-data visualization
Language:R 735
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
Language:Jupyter Notebook 679
ericmjl / bayesian-stats-modelling-tutorial
How to do Bayesian statistical modelling using numpy and PyMC3
pymc bayesian bayesian-data-science bayesian-inference bayesian-statistics bayesian-data-analysis
Language:Jupyter Notebook 668
avehtari / BDA_R_demos
Bayesian Data Analysis demos for R
bayesian bayesian-data-analysis bayesian-inference mcmc monte-carlo r stan
Language:HTML 572
ericmjl / bayesian-analysis-recipes
A collection of Bayesian data analysis recipes using PyMC3
bayesian-inference bayesian bayesian-statistics bayesian-data-analysis bayesian-analysis bayesian-methods notebook treatment-groups neural-networks
Language:Jupyter Notebook 562
stan-dev / rstanarm
rstanarm R package for Bayesian applied regression modeling
stan multilevel-models r-package bayesian bayesian-inference bayesian-methods bayesian-statistics bayesian-data-analysis statistical-modeling r rstan rstanarm
Language:R 399
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
Language:Clojure 367
stan-dev / shinystan
shinystan R package and ShinyStan GUI
stan mcmc r-package statistical-graphics shiny-apps r bayesian bayesian-statistics bayesian-inference bayesian-data-analysis bayesian-methods
Language:R 199
fehiepsi / rethinking-pyro
Statistical Rethinking with PyTorch and Pyro
bayesian-data-analysis bayesian-inference bayesian-statistics bayesian-methods
Language:Jupyter Notebook 163
stan-dev / loo
loo R package for approximate leave-one-out cross-validation (LOO-CV) and Pareto smoothed importance sampling (PSIS)
cross-validation stan r-package bayesian-data-analysis information-criterion bayesian-methods model-comparison bayesian bayesian-inference bayesian-statistics bayes
Language:R 156
preliz
arviz-devs / preliz
Exploring and eliciting probability distributions
bayesian-data-analysis bayesian-statistics prior-distribution prior-elicitation probability-distribution statistics
Language:Python 128
xfim / ggmcmc
Graphical tools for analyzing Markov Chain Monte Carlo simulations from Bayesian inference
r graphical bayesian-data-analysis ggplot2 mcmc stan jags
Language:R 112
AlexIoannides / pymc-example-project
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
python pymc3 numpy pandas scikit-learn data-science machine-learning bayesian-inference bayesian-data-analysis probabilistic-programming
Language:Jupyter Notebook 105
vasishth / bayescogsci
Introduction to Bayesian Data Analysis for Cognitive Science by Nicenboim, Schad, Vasishth
bayesian-data-analysis brms linguistics psychology stan
Language:HTML 99
m-clark / bayesian-basics
:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.
bayesian-inference bayesian-methods stan rstan r bayesian-statistics bayesian mcmc hamiltonian-monte-carlo gibbs posterior-probability prior likelihood metropolis-hastings posterior-predictive regression-models bayesian-analysis bayesian-data-analysis brms rstanarm
Language:Stan 86
Montanaz0r / Bayesian-Statistics-The-Fun-Way
Solutions and workflow for the Bayesian Statistics The Fun Way book in Python
bayesian-statistics bayesian-data-analysis data-science python jupyter-notebook probability numpy pandas scipy statistics
Language:Jupyter Notebook 71
ericmjl / bayesian-stats-talk
Doing Bayesian statistics in Python!
bayesian bayesian-inference bayesian-statistics bayesian-data-analysis
Language:Jupyter Notebook 67
jgabry / bayes-vis-paper
'Visualization in Bayesian workflow' by Gabry, Simpson, Vehtari, Betancourt, and Gelman. (JRSS discussion paper and code)
statistical-graphics statistical-workflow bayesian-data-analysis stan r journal-article
Language:TeX 65
stan-ja / stan-ja
Stanマニュアルの日本語への翻訳プロジェクト
stan bayesian-data-analysis bayesian-inference
Language:CSS 65
avehtari / BDA_m_demos
Bayesian Data Analysis demos for Matlab/Octave
bayesian-data-analysis bayesian bayesian-inference mcmc stan octave
Language:MATLAB 63
jffist / statistical-rethinking-solutions
Solutions of practice problems from the Richard McElreath's "Statistical Rethinking" book.
bayesian-data-analysis education bayesian-statistics bayesian
Language:R 61
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
Language:R 59
stan-dev / rstantools
Tools for Developing R Packages Interfacing with Stan
stan r-package developer-tools bayesian-data-analysis bayesian-statistics
Language:R 50
bikestra / bdapy
Reproducing plots of Bayesian Data Analysis (Gelman et al, 3rd Edition) in Python
bayesian-data-analysis gelman mcmc python statistics bayesian
Language:Python 45
giabaio / BCEA
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
cost-effectiveness health-economic-evaluation bayesian-data-analysis
Language:R 42
mvuorre / bmlm
Bayesian multilevel mediation models in R
multilevel-mediation-models cran statistics bayesian-data-analysis r
Language:TeX 42
tpapp / LogDensityProblems.jl
A common framework for implementing and using log densities for inference.
julia bayesian-inference bayesian bayesian-methods bayesian-data-analysis mcmc
Language:Julia 41
tpapp / DynamicHMCExamples.jl
Examples for Bayesian inference using DynamicHMC.jl and related packages.
julia julialang julia-language bayesian-inference bayesian bayesian-data-analysis mcmc
Language:Jupyter Notebook 37
SebastianBocquet / pygtc
Make a sweet giant triangle confusogram (GTC) plot
mcmc bayesian-data-analysis data-visualization
Language:Jupyter Notebook 34
avehtari / rhat_ess
Rank-normalization, folding, and localization: An improved R-hat for assessing convergence of MCMC
bayesian bayesian-inference bayesian-methods bayesian-statistics bayesian-data-analysis markov-chain-monte-carlo
Language:HTML 31
francescoalemanno / KissABC.jl
Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation
bayesian-inference approximate-bayesian-computation statistical-inference probabilistic-inference bayesian-data-analysis kissabc julia-language
Language:Julia 29