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Bayesian Statistics ⭐ 310

This repository holds slides and code for a full Bayesian statistics graduate course.

Stan.jl ⭐ 206

Stan.jl illustrates the usage of the 'single method' packages, e.g. StanSample, StanOptimize, etc.

Miscellaneous R Code ⭐ 140

Code that might be useful to others for learning/demonstration purposes, specifically along the lines of modeling and various algorithms. Now almost entirely superseded by the models-by-example repo.

Diffeqbayes.jl ⭐ 119

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

Bridgestan ⭐ 77

BridgeStan provides efficient in-memory access through Python, Julia, and R to the methods of a Stan model.

Distribution Zoo ⭐ 70

App to view distribution properties and access dynamic code in R, Python, Matlab, Mathematica, Julia and Stan

Cmdstan.jl ⭐ 32

CmdStan.jl v6 provides an alternative, older Julia wrapper to Stan's `cmdstan` executable. CmdStan will be deprecated in 2022.

Embracinguncertainty ⭐ 24

Material for AMLD 2020 workshop "Bayesian Inference: embracing uncertainty"

Mcmcdiagnostics.jl ⭐ 22

Markov Chain Monte Carlo convergence diagnostics in Julia

Stansample.jl ⭐ 18

WIP: Wrapper package for the sample method in Stan's cmdstan executable.

Probabilitymodels.jl ⭐ 18

Probability models with `y ~ Normal(mu, sigma)` style syntax and reverse mode AD for gradients; WIP. Prioritizes runtime performance.

Sr2stanpluto.jl ⭐ 17

StatististicalRethinking notebook project using Stan and Pluto notebooks.

Pydatabratislava ⭐ 8

All the documents for PyDataBratislava

Stanmodels.jl ⭐ 8

Stan versions of StatisticalRethinking models.

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