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The Turing Language (@TuringLang)

TuringLang

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Turing.jl

Bayesian inference with probabilistic programming.

MCMCChains.jl

Types and utility functions for summarizing Markov chain Monte Carlo simulations

TuringTutorials

Educational material and tutorials for the Turing language

Jupyter Notebook

AdvancedHMC.jl

Robust, modular and efficient implementation of advanced Hamiltonian Monte Carlo algorithms

Jupyter Notebook

Bijectors.jl

Implementation of normalising flows and constrained random variable transformations

DistributionsAD.jl

Automatic differentiation of Distributions using Tracker, Zygote, ForwardDiff and ReverseDiff

DynamicPPL.jl

Implementation of domain-specific language (DSL) for dynamic probabilistic programming

AdvancedMH.jl

Robust implementation for random-walk Metropolis-Hastings algorithms

AbstractMCMC.jl

Abstract types and interfaces for Markov chain Monte Carlo methods

TuringGLM.jl

Bayesian Generalized Linear models using `@formula` syntax.

AdvancedVI.jl

Implementation of variational Bayes inference algorithms

AdvancedPS.jl

Implementation of advanced Sequential Monte Carlo and particle MCMC algorithms

NestedSamplers.jl

Implementations of single and multi-ellipsoid nested sampling

IRTracker.jl

Dynamically track IR as a graph, using source transformations

MCMCTempering.jl

Implementations of parallel tempering algorithms to augment samplers with tempering capabilities

NormalizingFlows.jl

AbstractPPL.jl

Common types and interfaces for probabilistic programming

MCMCDiagnosticTools.jl

ParetoSmooth.jl

An implementation of PSIS algorithms in Julia.

Libtask.jl

Tape based task copying in Turing

CoupledHMC.jl

Jupyter Notebook

TuringExamples

TuringCallbacks.jl

Turing-Workshop

Turing Workshop

Jupyter Notebook

EllipticalSliceSampling.jl

Julia implementation of elliptical slice sampling.

JuliaBUGS.jl

Implementation of domain specific language (DSL) for probabilistic graphical models

turinglang.github.io

The home for all Turing website & documentation resources.

MCMCDebugging.jl

MCMCDebugging.jl: debugging utilities for MCMC samplers

TuringBenchmarking.jl

TuringTutorialsOutput

SSMProblems.jl

Common abstractions for state-space models

SliceSampling.jl

Slice sampling algorithms in Julia