Julia package for using Jags as an external program

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

Bayesian inference with probabilistic programming.

Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

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

Types and utility functions for summarizing Markov chain Monte Carlo simulations

Julia package with selected functions in the R package `rethinking`. Used in the SR2... projects.

Stan versions of StatisticalRethinking models.

Implementations of the models from the Statistical Rethinking book with Turing.jl

DEPRECATED. Mamba versions of StatisticalRethinking models.

Stochastic Optimization, Learning, Uncertainty and Sampling

Comparing performance and results of mcmc options using Julia

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

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

Implementations of single and multi-ellipsoid nested sampling

Combine ingredients for a plot

Like fireflies next to spotlights

A Julia package for Differential Evolution MCMC

Ship maneuvering simulation tool with respect to ShipMMG model

Turing + Makie = Turkie

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Generalized linear models for cell-cell communication

Organize Scanning Probe Microscopy (SPM, STM, AFM) Images and Spectra.

Package for Bayesian and classical estimation and inference based on statistics that are filtered through a trained neural net

Subspace Inference package for uncertainty analysis in deep neural networks and neural ordinary differential equations using Julia

Quadratic approximation of posterior distribution using StanOptimize

Implementations of parallel tempering algorithms to augment samplers with tempering capabilities

Library for storing your MCMCChains without serialization.

Octofitter is a Julia package for performing Bayesian inference against direct images of exoplanets, relative astrometry, and astrometric acceleration of the host star.

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Plotting tools for Unfold.jl based on Makie.jl and AlgebraOfGraphics.jl

Graphical tools for Bayesian inference and posterior predictive checks

Stan only version of DiffEqBayes.jl

Plots based plotting functions for StatisticalRethinking

An interface for accelerated simulation of high-dimensional collisionless and electrostatic plasmas.

[WIP] Wrapper package for simulation and bayesian inference of behavioral models

Extensions for AlgebraOfGraphics.jl

Bayesian Generalized Linear models using `@formula` syntax.

A Julia rewrite of Dynare: solving, simulating and estimating DSGE models.