bayesian-data-analysis

There are 21 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.
bayesian bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics stan
Language:C++ 2531
stan-dev / rstan
RStan, the R interface to Stan
bayesian-data-analysis bayesian-inference bayesian-statistics mcmc r r-package stan
Language:R 1013
avehtari / BDA_py_demos
Bayesian Data Analysis demos for Python
bayesian bayesian-data-analysis bayesian-inference mcmc python stan
Language:Jupyter Notebook 977
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 825
tidybayes
mjskay / tidybayes
Bayesian analysis + tidy data + geoms (R package)
r tidy-data bayesian-data-analysis r-package visualization ggplot2 stan jags brms
Language:R 707
JWarmenhoven / DBDA-python
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
bayesian-data-analysis bayesian-inference pymc3 mcmc hierarchical-models kruschke probabilistic-programming
Language:Jupyter Notebook 669
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 649
avehtari / BDA_R_demos
Bayesian Data Analysis demos for R
bayesian-data-analysis r bayesian-inference bayesian mcmc stan monte-carlo
Language:HTML 552
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 551
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 374
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 361
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 196
fehiepsi / rethinking-pyro
Statistical Rethinking with PyTorch and Pyro
bayesian-data-analysis bayesian-inference bayesian-statistics bayesian-methods
Language:Jupyter Notebook 159
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
Language:R 147
xfim / ggmcmc
Graphical tools for analyzing Markov Chain Monte Carlo simulations from Bayesian inference
bayesian-data-analysis ggplot2 graphical jags mcmc r stan
Language:R 109
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 102
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 83
ericmjl / bayesian-stats-talk
Doing Bayesian statistics in Python!
bayesian bayesian-inference bayesian-statistics bayesian-data-analysis
Language:Jupyter Notebook 65
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 62
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 62
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
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
Language:Jupyter Notebook 59
preliz
arviz-devs / preliz
A tool-box for prior elicitation.
bayesian-data-analysis bayesian-statistics prior-distribution prior-elicitation probability-distribution statistics
Language:Python 58
avehtari / BDA_m_demos
Bayesian Data Analysis demos for Matlab/Octave
bayesian bayesian-data-analysis bayesian-inference mcmc octave stan
Language:MATLAB 58
stan-dev / rstantools
Tools for Developing R Packages Interfacing with Stan
stan r-package developer-tools bayesian-data-analysis bayesian-statistics
Language:R 50
n-kall / priorsense
priorsense: an R package for prior diagnostics and sensitivity
bayesian-data-analysis bayesian-methods prior-distribution r-package sensitivity-analysis stan bayesian r
Language:R 46
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
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 39
tpapp / DynamicHMCExamples.jl
Examples for Bayesian inference using DynamicHMC.jl and related packages.
bayesian bayesian-data-analysis bayesian-inference julia julia-language julialang mcmc
Language:Jupyter Notebook 37
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 35
SebastianBocquet / pygtc
Make a sweet giant triangle confusogram (GTC) plot
mcmc bayesian-data-analysis data-visualization
Language:Jupyter Notebook 33
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
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 27
C-bowman / inference-tools
Python tools for Bayesian data analysis
bayesian-data-analysis inference mcmc python
Language:Python 27
MauroCE / PythonBRMLtoolbox
Python 3.7 version of David Barber's MATLAB BRMLtoolbox
machine-learning bayesian-statistics bayesian-network bayesian-inference graphical-models matlab markov-networks model-selection statistics-toolbox statistics bayesian bayesian-methods bayesian-optimization bayesian-networks bayesian-neural-networks bayesian-data-analysis supervised-learning supervised-machine-learning supervised-learning-algorithms bayesian-analysis
Language:Python 24