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CamDavidsonPilon / Probabilistic Programming And Bayesian Methods For Hackersaka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
pymc-devs / PymcBayesian Modeling and Probabilistic Programming in Python
pyro-ppl / PyroDeep universal probabilistic programming with Python and PyTorch
blei-lab / EdwardA probabilistic programming language in TensorFlow. Deep generative models, variational inference.
pyro-ppl / NumpyroProbabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
TuringLang / Turing.jlBayesian inference with probabilistic programming.
thu-ml / ZhusuanA probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
probcomp / Gen.jlA general-purpose probabilistic programming system with programmable inference
google / Edward2A simple probabilistic programming language.
probmods / WebpplProbabilistic programming for the web
tweag / Monad BayesA library for probabilistic programming in Haskell.
cscherrer / Soss.jlProbabilistic programming via source rewriting
ML-KULeuven / ProblogProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.
pyprob / PyprobA probabilistic programming system for simulators and high-performance computing (HPC), based on PyTorch
JuliaGaussianProcesses / Stheno.jlProbabilistic Programming with Gaussian processes in Julia
rlouf / McxExpress & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
hakaru-dev / HakaruA probabilistic programming language
facebookincubator / FlowtorchThis library would form a permanent home for reusable components for deep probabilistic programming. The library would form and harness a community of users and contributors by focusing initially on complete infra and documentation for how to use and create components.
ML-KULeuven / DeepproblogDeepProbLog is an extension of ProbLog that integrates Probabilistic Logic Programming with deep learning by introducing the neural predicate.
jax-ml / OryxOryx is a library for probabilistic programming and deep learning built on top of Jax.
