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Search results for julia probabilistic programming

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31 search results found

Turing.jl ⭐ 1,872

Bayesian inference with probabilistic programming.

Gen.jl ⭐ 1,745

A general-purpose probabilistic programming system with programmable inference

Soss.jl ⭐ 401

Probabilistic programming via source rewriting

Measuretheory.jl ⭐ 377

"Distributions" that might not add to one.

Stheno.jl ⭐ 324

Probabilistic Programming with Gaussian processes in Julia

Bayesian Statistics ⭐ 288

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

Turingtutorials ⭐ 211

Educational material and tutorials for the Turing language

Abstractgps.jl ⭐ 197

Abstract types and methods for Gaussian Processes.

A domain-specific probabilistic programming language for scalable Bayesian data cleaning

Forneylab.jl ⭐ 134

Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.

Dynamicppl.jl ⭐ 127

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

Diffeqbayes.jl ⭐ 120

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

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

Reactivemp.jl ⭐ 73

High-performance reactive message-passing based Bayesian inference engine

Tilde.jl ⭐ 69

WIP successor to Soss.jl

Mitosis.jl ⭐ 31

Automatic probabilistic programming for scientific machine learning and dynamical models

Underwateracoustics.jl ⭐ 29

Julia toolbox for underwater acoustic modeling

Mcmctempering.jl ⭐ 27

Implementations of parallel tempering algorithms to augment samplers with tempering capabilities

Abstractppl.jl ⭐ 23

Common types and interfaces for probabilistic programming

Kerneldensityestimate.jl ⭐ 22

Kernel Density Estimate with product approximation using multiscale Gibbs sampling

Genify.jl ⭐ 22

Automatically convert Julia methods to Gen functions.

Stochy.jl ⭐ 15

Probabilistic Programming in Julia

Sparse Signaling Pathway Sampling: MCMC for signaling pathway inference

Genparticlefilters.jl ⭐ 14

Building blocks for simple and advanced particle filtering in Gen.

Colab Notebooks ⭐ 9

Colab notebooks exploring different Machine Learning topics.

A visualization library for probabilistic programming in Gen.

Turing2montecarlomeasurements.jl ⭐ 5

Interface between Turing.jl and MonteCarloMeasurements.jl

Causal_inference_project ⭐ 3

A brief intro to Julia & Gen

Simpleprobabilisticprograms.jl ⭐ 2

Simple implementation of probabilistic programs for the Julia programming language

Lobby/lunch/learn on probabilistic programming!

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