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The Top 23 Julia Probabilistic Programming Open Source Projects

Open source projects categorized as Julia Probabilistic Programming
Categories > Programming Languages > Probabilistic Programming
Turing.jl ⭐ 1,925
Bayesian inference with probabilistic programming.
most recent commit 3 months ago
Gen.jl ⭐ 1,758
A general-purpose probabilistic programming system with programmable inference
most recent commit 3 months ago
Soss.jl ⭐ 401
Probabilistic programming via source rewriting
most recent commit a year ago
Measuretheory.jl ⭐ 377
"Distributions" that might not add to one.
most recent commit 8 months ago
Stheno.jl ⭐ 327
Probabilistic Programming with Gaussian processes in Julia
most recent commit 6 months ago
Bayesian Statistics ⭐ 310
This repository holds slides and code for a full Bayesian statistics graduate course.
most recent commit 3 months ago
Turingtutorials ⭐ 222
Educational material and tutorials for the Turing language
most recent commit 3 months ago
Abstractgps.jl ⭐ 200
Abstract types and methods for Gaussian Processes.
most recent commit 4 months ago
Pclean ⭐ 167
A domain-specific probabilistic programming language for scalable Bayesian data cleaning
most recent commit 2 years ago
Dynamicppl.jl ⭐ 136
Implementation of domain-specific language (DSL) for dynamic probabilistic programming
most recent commit 3 months ago
Forneylab.jl ⭐ 134
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
most recent commit a year ago
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
most recent commit 3 months ago
Reactivemp.jl ⭐ 85
High-performance reactive message-passing based Bayesian inference engine
most recent commit 3 months ago
Zigzagboomerang.jl ⭐ 83
Sleek implementations of the ZigZag, Boomerang and other assorted piecewise deterministic Markov processes for Markov Chain Monte Carlo including Sticky PDMPs for variable selection
most recent commit 2 years ago
Pathfinder.jl ⭐ 72
Preheat your MCMC
most recent commit 3 months ago
Tilde.jl ⭐ 69
WIP successor to Soss.jl
most recent commit 2 years ago
Mitosis.jl ⭐ 31
Automatic probabilistic programming for scientific machine learning and dynamical models
most recent commit 3 years ago
Underwateracoustics.jl ⭐ 29
Julia toolbox for underwater acoustic modeling
most recent commit 8 months ago
Mcmctempering.jl ⭐ 27
Implementations of parallel tempering algorithms to augment samplers with tempering capabilities
most recent commit a year ago
Abstractppl.jl ⭐ 24
Common types and interfaces for probabilistic programming
most recent commit 6 months ago
Kerneldensityestimate.jl ⭐ 23
Kernel Density Estimate with product approximation using multiscale Gibbs sampling
most recent commit 3 months ago
Genify.jl ⭐ 22
Automatically convert Julia methods to Gen functions.
most recent commit 3 years ago
Stochy.jl ⭐ 15
Probabilistic Programming in Julia
most recent commit 8 years ago
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