Scientific Software
Updated 6 months ago

PyAutoFit — Peer-reviewed • Rank 15.2 • Science 100%

PyAutoFit: A Classy Probabilistic Programming Language for Model Composition and Fitting - Published in JOSS (2021)

Scientific Software
Updated 6 months ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact — Peer-reviewed • Rank 16.5 • Science 95%

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - Published in JOSS (2022)

Scientific Software
Updated 6 months ago

bayes-toolbox — Peer-reviewed • Rank 10.4 • Science 98%

bayes-toolbox: A Python package for Bayesian statistics - Published in JOSS (2023)

Earth and Environmental Sciences Economics
Scientific Software · Peer-reviewed
Scientific Software
Updated 6 months ago

GPJax — Peer-reviewed • Rank 17.6 • Science 77%

GPJax: A Gaussian Process Framework in JAX - Published in JOSS (2022)

Mathematics Earth and Environmental Sciences
Scientific Software · Peer-reviewed
Scientific Software
Updated 6 months ago

RxInfer — Peer-reviewed • Rank 13.6 • Science 77%

RxInfer: A Julia package for reactive real-time Bayesian inference - Published in JOSS (2023)

Updated 6 months ago

genparticlefilters.jl • Rank 6.0 • Science 75%

Building blocks for simple and advanced particle filtering in Gen.

Updated 6 months ago

prob-epi • Rank 7.1 • Science 67%

Course materials of "Bayesian Modelling and Probabilistic Programming with Numpyro, and Deep Generative Surrogates for Epidemiology"

Updated 6 months ago

forneylab.jl • Rank 8.1 • Science 64%

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

Updated 6 months ago

symbolicai • Rank 17.3 • Science 54%

A neurosymbolic perspective on LLMs

Artificial Intelligence and Machine Learning (38%)
Updated 6 months ago

markovjunior • Rank 10.6 • Science 57%

Probabilistic language based on pattern matching and constraint propagation, 153 examples

Updated 6 months ago

DiffEqBayes • Rank 11.2 • Science 54%

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

Updated 5 months ago

https://github.com/pyro-ppl/numpyro • Rank 12.6 • Science 46%

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

Updated 6 months ago

pyprobml • Rank 13.0 • Science 36%

Python code for "Probabilistic Machine learning" book by Kevin Murphy

Updated 6 months ago

mcx • Rank 11.9 • Science 13%

Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.

Updated 5 months ago

https://github.com/dharasim/simpleprobabilisticprograms.jl • Rank 1.4 • Science 23%

Simple implementation of probabilistic programs for the Julia programming language

Updated 5 months ago

https://github.com/isms/mcmc-rs • Rank 2.5 • Science 10%

A Rust library implementing various MCMC diagnostics and utilities, such as Gelman Rubin potential scale reduction factor (R hat), effective sample size, chain splitting, and others.

Updated 5 months ago

https://github.com/chalk-lab/mcmctempering.jl • Science 26%

Implementations of parallel tempering algorithms to augment samplers with tempering capabilities

Updated 6 months ago

NonparametricVI • Science 67%

Particle-based and nonparametric variational methods for approximate Bayesian inference and Probabilistic Programming

Updated 5 months ago

https://github.com/jiayaobo/fenbux • Science 13%

A Simple Statistical Distribution Library in JAX

Updated 5 months ago

https://github.com/cbg-ethz/shm • Science 26%

Deep hierarchical models combined with Markov random fields.

Updated 6 months ago

genjax • Science 67%

Probabilistic programming with programmable inference for parallel accelerators.

Updated 5 months ago

https://github.com/daeh/computed-appraisals • Science 26%

Computed Appraisals Model. Code and data for the 2023 paper, "Emotion prediction as computation over a generative theory of mind"