TuringLang/MCMCChains.jl

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TuringLang/MCMCChains.jl

TuringLang

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Types and utility functions for summarizing Markov chain Monte Carlo simulations

MCMCChains.jl

Implementation of Julia types for summarizing MCMC simulations and utility functions for diagnostics and visualizations.

using MCMCChains
using StatsPlots

plot(chn)

See the docs for more information.

License Notice

Note that this package heavily uses and adapts code from the Mamba.jl package licensed under MIT License, see License.md.

Turing.jl

Bayesian inference with probabilistic programming.

AdvancedHMC.jl

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

Jupyter Notebook

docs

Documentation and tutorials for the Turing language

Bijectors.jl

Implementation of normalising flows and constrained random variable transformations

DynamicPPL.jl

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

DistributionsAD.jl

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

AdvancedMH.jl

Robust implementation for random-walk Metropolis-Hastings algorithms

AbstractMCMC.jl

Abstract types and interfaces for Markov chain Monte Carlo methods

AdvancedVI.jl

Implementation of variational Bayes inference algorithms

TuringGLM.jl

Bayesian Generalized Linear models using `@formula` syntax.

AdvancedPS.jl

Implementation of advanced Sequential Monte Carlo and particle MCMC algorithms

NestedSamplers.jl

Implementations of single and multi-ellipsoid nested sampling

MCMCTempering.jl

Implementations of parallel tempering algorithms to augment samplers with tempering capabilities

IRTracker.jl

Dynamically track IR as a graph, using source transformations

NormalizingFlows.jl

AbstractPPL.jl

Common types and interfaces for probabilistic programming

JuliaBUGS.jl

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

MCMCDiagnosticTools.jl

ParetoSmooth.jl

An implementation of PSIS algorithms in Julia.

Libtask.jl

Tape based task copying in Turing

CoupledHMC.jl

Jupyter Notebook

papers

EllipticalSliceSampling.jl

Julia implementation of elliptical slice sampling.

TuringCallbacks.jl

Turing-Workshop

Turing Workshop

Jupyter Notebook

TuringBenchmarking.jl

turinglang.github.io

website for Turing

SliceSampling.jl

Slice sampling algorithms in Julia

MCMCDebugging.jl

MCMCDebugging.jl: debugging utilities for MCMC samplers

SSMProblems.jl

Common abstractions for state-space models

TuringTutorialsOutput