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The Top 272 Probabilistic Programming Open Source Projects

Categories > Programming Languages > Probabilistic Programming
Probabilistic Programming And Bayesian Methods For Hackers ⭐ 24,214
aka "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 ;)
most recent commit 2 months ago
Awesome Pytorch List ⭐ 12,977
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
most recent commit 21 days ago
Pyro ⭐ 7,432
Deep universal probabilistic programming with Python and PyTorch
dependent packages 41total releases 29most recent commit 6 days agopypi pyro-ppl} Downloads
Pymc ⭐ 6,579
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
dependent packages 94total releases 36most recent commit 5 hours agopypi pymc3} Downloads
Pyprobml ⭐ 4,749
Python code for "Probabilistic Machine learning" book by Kevin Murphy
most recent commit 4 hours ago
Edward ⭐ 4,503
A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
dependent packages 1total releases 28most recent commit 3 years agopypi Edward} Downloads
Probability ⭐ 3,687
Probabilistic reasoning and statistical analysis in TensorFlow
dependent packages 185total releases 41most recent commit a day agopypi tensorflow-probability} Downloads
Zhusuan ⭐ 1,849
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
most recent commit 2 years ago
Gen.jl ⭐ 1,641
A general-purpose probabilistic programming system with programmable inference
most recent commit 2 days ago
Turing.jl ⭐ 1,570
Bayesian inference with probabilistic programming.
most recent commit 7 days ago
Awesome Pytorch List Cnversion ⭐ 1,426
Awesome-pytorch-list 翻译工作进行中......
most recent commit 10 months ago
Numpyro ⭐ 1,388
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
dependent packages 27total releases 18most recent commit 3 days agopypi numpyro} Downloads
Orbit ⭐ 1,367
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
dependent packages 1total releases 17most recent commit 8 days agopypi orbit-ml} Downloads
Boomfilters ⭐ 1,348
Probabilistic data structures for processing continuous, unbounded streams.
most recent commit a year ago
Pystan2 ⭐ 911
PyStan, the Python interface to Stan
most recent commit a year ago
Uncertainty Baselines ⭐ 909
High-quality implementations of standard and SOTA methods on a variety of tasks.
total releases 6most recent commit 5 hours ago
Bayeslite ⭐ 828
BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.
most recent commit 2 years ago
Algorithm ⭐ 763
Algorithm is a library of tools that is used to create intelligent applications.
total releases 11most recent commit 2 years ago
Edward2 ⭐ 569
A simple probabilistic programming language.
dependent packages 1total releases 2most recent commit 6 days agopypi edward2} Downloads
Dbda Python ⭐ 543
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
most recent commit 9 months ago
Webppl ⭐ 506
Probabilistic programming for the web
dependent packages 4total releases 46most recent commit 3 years agonpm webppl} Downloads
Soss.jl ⭐ 376
Probabilistic programming via source rewriting
most recent commit 2 months ago
Pyprob ⭐ 366
A probabilistic programming system for simulators and high-performance computing (HPC), based on PyTorch
total releases 16most recent commit 2 months ago
Stheno.jl ⭐ 314
Probabilistic Programming with Gaussian processes in Julia
most recent commit a month ago
Measuretheory.jl ⭐ 308
"Distributions" that might not add to one.
most recent commit 7 days ago
Mcx ⭐ 307
Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
most recent commit 10 months ago
Monad Bayes ⭐ 305
A library for probabilistic programming in Haskell.
most recent commit 8 days ago
Blackjax ⭐ 296
BlackJAX is a sampling library designed for ease of use, speed and modularity.
most recent commit 2 days ago
Hakaru ⭐ 293
A probabilistic programming language
most recent commit 2 months ago
Lightwood ⭐ 259
Lightwood is Legos for Machine Learning.
dependent packages 1total releases 166most recent commit 7 days agopypi lightwood} Downloads
Nexus ⭐ 231
Experimental typed deep learning
most recent commit 3 years ago
Probmods2 ⭐ 221
probmods 2: electric boogaloo
most recent commit 6 months ago
Funsor ⭐ 193
Functional tensors for probabilistic programming
dependent packages 3total releases 9most recent commit a month agopypi funsor} Downloads
Mbmlbook ⭐ 183
Sample code for the Model-Based Machine Learning book.
most recent commit a year ago
Problog ⭐ 174
ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.
most recent commit 5 months ago
Abstractgps.jl ⭐ 156
Abstract types and methods for Gaussian Processes.
most recent commit 3 days ago
Dippl ⭐ 150
The Design and Implementation of Probabilistic Programming Languages
most recent commit 4 years ago
Turingtutorials ⭐ 146
Educational material and tutorials for the Turing language
most recent commit 17 days ago
Metaprob ⭐ 143
An embedded language for probabilistic programming and meta-programming.
most recent commit 2 years ago
Inferpy ⭐ 127
InferPy: Deep Probabilistic Modeling with Tensorflow Made Easy
most recent commit 2 years ago
Ppl Intro ⭐ 122
probabilistic programming for PL folks
most recent commit 10 months ago
Forneylab.jl ⭐ 119
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
most recent commit 8 days ago
Nimble ⭐ 113
The base NIMBLE package for R
most recent commit 2 months ago
Bopp ⭐ 113
BOPP: Bayesian Optimization for Probabilistic Programs
total releases 7most recent commit 5 years ago
Fastfilter ⭐ 111
fastfilter: Binary fuse & xor filters for Zig (faster and smaller than bloom filters)
most recent commit 11 days ago
Ptstat ⭐ 107
Probabilistic Programming and Statistical Inference in PyTorch
most recent commit 5 years ago
Diffeqbayes.jl ⭐ 103
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 6 months ago
Forestdb.org ⭐ 103
A repository for generative models
most recent commit 4 months ago
Rankpl ⭐ 98
A qualitative probabilistic programming language based on ranking theory
most recent commit 2 years ago
Bayesloop ⭐ 96
Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.
most recent commit 5 months ago
Recsim_ng ⭐ 93
RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems
most recent commit 23 days ago
Mxfusion ⭐ 93
Modular Probabilistic Programming on MXNet
most recent commit 3 years ago
Probai 2019 ⭐ 89
Materials of the Nordic Probabilistic AI School 2019.
most recent commit 2 years ago
Pymc Example Project ⭐ 87
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
most recent commit 3 years ago
Dynamicppl.jl ⭐ 84
Implementation of domain-specific language (DSL) for dynamic probabilistic programming
most recent commit 2 months ago
Ergo ⭐ 82
A Python library for integrating model-based and judgmental forecasting
most recent commit a year ago
Birch ⭐ 79
A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.
most recent commit 4 months ago
Pyprobables ⭐ 78
Probabilistic data structures in python http://pyprobables.readthedocs.io/en/latest/index.
most recent commit 2 months ago
Bloom ⭐ 73
C++ Bloom Filter Library
most recent commit a year ago
Lomrf ⭐ 70
LoMRF is an open-source implementation of Markov Logic Networks
most recent commit 2 years ago
Probai 2021 ⭐ 69
Materials of the Nordic Probabilistic AI School 2021.
most recent commit 10 months ago
Pycon2017 ⭐ 67
Bayesian Machine Learning, https://us.pycon.org/2017/schedule/presentation/23
most recent commit 5 years ago
Notebooks ⭐ 65
Programming Exercises
most recent commit 7 years ago
Monae ⭐ 61
Monadic effects and equational reasonig in Coq
most recent commit 22 days ago
Randlib ⭐ 56
🚀 A library designed to facilitate work with probability, statistics and stochastic calculus
most recent commit 9 months ago
Gpjax ⭐ 56
A didactic Gaussian process package for researchers in Jax.
most recent commit 12 hours ago
Agentmodels.org ⭐ 55
Modeling agents with probabilistic programs
most recent commit 3 years ago
Cplint ⭐ 53
cplint is a suite of programs for reasoning with probabilistic logic programs
most recent commit 2 months ago
Reactivemp.jl ⭐ 49
Julia package for automatic Bayesian inference on a factor graph with reactive message passing
most recent commit a day ago
Dnest4 ⭐ 49
Diffusive Nested Sampling
most recent commit 2 years ago
Sppl ⭐ 46
Probabilistic programming system for fast and exact symbolic probabilistic inference
most recent commit 2 months ago
R_actuarial ⭐ 46
El objetivo de este repositorio es brindar un apoyo a la comunidad interesada en mejorar sus técnicas en el lenguaje de programación R o emprenderlo desde un punto de vista muy aplicado. Un repositorio con códigos de R para aplicaciones actuariales: probabilidad, estadística, riesgo y finanzas.
most recent commit 22 days ago
An_intro_to_probabilistic_programming ⭐ 44
This is the code for the "An intro to probabilistic programming with Uber's Pyro" by Siraj Raval on Youtube
most recent commit 5 years ago
Webmc3 ⭐ 43
A web interface for exploring PyMC3 traces
most recent commit 4 years ago
All That Likelihood With Pymc3 ⭐ 43
most recent commit 4 years ago
Conjugate_prior ⭐ 43
Implementation of the conjugate prior table for Bayesian Statistics
most recent commit 3 months ago
Diff Sat ⭐ 42
SAT and Answer Set solver for probability distribution-aware model sampling and multi-models optimization using Differentiable Satisfiability. :::::: Use cases: Probabilistic SAT solving, Probabilistic Answer Set Programming (Probabilistic ASP), ... ::::::
most recent commit 13 days ago
Bayesian Bandit.js ⭐ 42
Bayesian bandit implementation for Node and the browser.
most recent commit 5 years ago
Probai 2021 Pyro ⭐ 42
Repo for the Tutorials of Day1-Day3 of the Nordic Probabilistic AI School 2021 (https://probabilistic.ai/)
most recent commit 6 months ago
Pyautofit ⭐ 40
most recent commit a day ago
Symbolic Pymc ⭐ 40
Tools for the symbolic manipulation of PyMC models, Theano, and TensorFlow graphs.
most recent commit 2 years ago
Jaynes.jl ⭐ 39
E.T. Jaynes home phone.
most recent commit a year ago
Gamble ⭐ 36
Probabilistic Programming
most recent commit 6 years ago
Flowtorch Old ⭐ 36
Separating Normalizing Flows code from Pyro and improving API
most recent commit 9 months ago
Probzelus ⭐ 35
ProbZelus is a library to extends the synchronous programming language Zelus with probabilistic programming.
most recent commit 3 months ago
Odds ⭐ 34
Probabilistic programming in Scala
most recent commit 8 years ago
Pymc3_oslo ⭐ 34
Probabilistic programming in Python workshop at Oslo universitetssykehus HF
most recent commit 6 years ago
Gumbi ⭐ 32
Gaussian Process Model Building Interface
most recent commit 3 months ago
Mitosis.jl ⭐ 31
Automatic probabilistic programming for scientific machine learning and dynamical models
most recent commit 9 months ago
Pm Pyro ⭐ 31
PyMC3-like Interface for Pyro
most recent commit 2 years ago
Brancher ⭐ 31
A python library for stochastic variational inference and differentiable probabilistic programming
most recent commit 3 years ago
Slicstan ⭐ 31
A Stan-like probabilistic programming language.
most recent commit 2 years ago
Gmm ⭐ 30
Variational Inference in Gaussian Mixture Model
most recent commit 2 years ago
Tilde.jl ⭐ 26
WIP successor to Soss.jl
most recent commit 2 months ago
Pyconhk2015 Adaptive Learning ⭐ 26
Materials for the talk on adaptive learning at PyCon HK 2015
most recent commit 7 years ago
Rb_probdsl ⭐ 26
implicit probabilistic programming embedded domain specific language for ruby
most recent commit 12 years ago
Flowtorch ⭐ 25
Separating Normalizing Flows code from Pyro and improving API
most recent commit a year ago
Mimir ⭐ 25
Data-ish exploration through SQL+Uncertainty
most recent commit 2 years ago
Count Min Sketch ⭐ 25
Count-Min Sketch Implementation in C
most recent commit 7 months ago
Autoppl ⭐ 24
C++ template library for probabilistic programming
most recent commit 2 years ago
1-100 of 272 projects
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