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The Top 202 Probabilistic Programming Open Source Projects on Github

Categories > Programming Languages > Probabilistic Programming
Awesome Pytorch List ⭐ 11,778
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
Pyro ⭐ 7,126
Deep universal probabilistic programming with Python and PyTorch
Pymc3 ⭐ 6,044
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
Edward ⭐ 4,503
A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
Pyprobml ⭐ 4,097
Python code for "Machine learning: a probabilistic perspective" (2nd edition)
Probability ⭐ 3,485
Probabilistic reasoning and statistical analysis in TensorFlow
Zhusuan ⭐ 1,849
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
Gen.jl ⭐ 1,568
A general-purpose probabilistic programming system with programmable inference
Awesome Pytorch List Cnversion ⭐ 1,426
Awesome-pytorch-list 翻译工作进行中......
Turing.jl ⭐ 1,366
Bayesian inference with probabilistic programming.
Boomfilters ⭐ 1,348
Probabilistic data structures for processing continuous, unbounded streams.
Numpyro ⭐ 1,130
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
Pystan2 ⭐ 911
PyStan, the Python interface to Stan
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.
Algorithm ⭐ 763
Algorithm is a library of tools that is used to create intelligent applications.
Orbit ⭐ 680
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
Uncertainty Baselines ⭐ 564
High-quality implementations of standard and SOTA methods on a variety of tasks.
Dbda Python ⭐ 543
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
Webppl ⭐ 506
Probabilistic programming for the web
Edward2 ⭐ 495
A simple probabilistic programming language.
Soss.jl ⭐ 321
Probabilistic programming via source rewriting
Mcx ⭐ 307
Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
Hakaru ⭐ 283
A probabilistic programming language
Stheno.jl ⭐ 271
Probabilistic Programming with Gaussian processes in Julia
Nexus ⭐ 231
Experimental typed deep learning
Probmods2 ⭐ 215
probmods 2: electric boogaloo
Blackjax ⭐ 193
BlackJAX is a sampling library designed for ease of use, speed and modularity.
Mbmlbook ⭐ 183
Sample code for the Model-Based Machine Learning book.
Funsor ⭐ 181
Functional tensors for probabilistic programming
Problog ⭐ 152
ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.
Dippl ⭐ 150
The Design and Implementation of Probabilistic Programming Languages
Metaprob ⭐ 143
An embedded language for probabilistic programming and meta-programming.
Uncertainty Metrics ⭐ 141
An easy-to-use interface for measuring uncertainty and robustness.
Lightwood ⭐ 139
Lightwood is Legos for Machine Learning.
Inferpy ⭐ 127
InferPy: Deep Probabilistic Modeling with Tensorflow Made Easy
Turingtutorials ⭐ 125
Educational material and tutorials for the Turing language
Bopp ⭐ 113
BOPP: Bayesian Optimization for Probabilistic Programs
Abstractgps.jl ⭐ 107
Abstract types and methods for Gaussian Processes.
Nimble ⭐ 107
The base NIMBLE package for R
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
Forneylab.jl ⭐ 102
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
Forestdb.org ⭐ 102
A repository for generative models
Rankpl ⭐ 98
A qualitative probabilistic programming language based on ranking theory
Mxfusion ⭐ 93
Modular Probabilistic Programming on MXNet
Bayesloop ⭐ 91
Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.
Probai 2019 ⭐ 89
Materials of the Nordic Probabilistic AI School 2019.
Pymc Example Project ⭐ 87
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
Papers ⭐ 82
Edward content including papers, posters, and talks
Ergo ⭐ 82
A Python library for integrating model-based and judgmental forecasting
Birch ⭐ 77
A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.
Recsim_ng ⭐ 74
RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems
Bloom ⭐ 73
C++ Bloom Filter Library
Fastfilter ⭐ 71
xorfilter: Binary fuse & xor filters for Zig (faster and smaller than bloom filters)
Lomrf ⭐ 70
LoMRF is an open-source implementation of Markov Logic Networks
Probai 2021 ⭐ 69
Materials of the Nordic Probabilistic AI School 2021.
Axle ⭐ 64
Axle Domain Specific Language for Scientific Cloud Computing and Visualization
Randlib ⭐ 56
🚀 A library designed to facilitate work with probability, statistics and stochastic calculus
Agentmodels.org ⭐ 55
Modeling agents with probabilistic programs
Monae ⭐ 52
Monadic effects and equational reasonig in Coq
Cplint ⭐ 51
cplint is a suite of programs for reasoning with probabilistic logic programs
Dnest4 ⭐ 49
Diffusive Nested Sampling
Webmc3 ⭐ 43
A web interface for exploring PyMC3 traces
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), ... ::::::
Symbolic Pymc ⭐ 40
Tools for the symbolic manipulation of PyMC models, Theano, and TensorFlow graphs.
Probai 2021 Pyro ⭐ 36
Repo for the Tutorials of Day1-Day3 of the Nordic Probabilistic AI School 2021 (https://probabilistic.ai/)
Pyprobables ⭐ 35
Probabilistic data structures in python http://pyprobables.readthedocs.io/en/latest/index.html
Pyautofit ⭐ 34
Flowtorch Old ⭐ 33
Separating Normalizing Flows code from Pyro and improving API
Probzelus ⭐ 33
ProbZelus is a library to extends the synchronous programming language Zelus with probabilistic programming.
Conjugate_prior ⭐ 33
Implementation of the conjugate prior table for Bayesian Statistics
Pm Pyro ⭐ 31
PyMC3-like Interface for Pyro
Mitosis.jl ⭐ 31
Automatic probabilistic programming for scientific machine learning and dynamical models
Gmm ⭐ 30
Variational Inference in Gaussian Mixture Model
Reactivemp.jl ⭐ 30
Julia package for automatic Bayesian inference on a factor graph with reactive message passing
R_actuarial ⭐ 27
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.
Sppl ⭐ 25
Sum-Product Probabilistic Language
Mimir ⭐ 25
Data-ish exploration through SQL+Uncertainty
Gpjax ⭐ 24
A didactic Gaussian process package for researchers in Jax.
Cgpm ⭐ 24
Library of composable generative population models which serve as the modeling and inference backend of BayesDB.
The_bayes_way ⭐ 23
📚 The Bayes Way 🎓
Pymc Stochastic Process ⭐ 22
Demonstrating the benefits of using Bayesian Inference and PYMC3 for estimating the parameters of stochastic processes commonly used in quantitative finance.
Turingbnpbenchmarks ⭐ 22
Benchmarks of Bayesian Nonparametric models in Turing and other PPLs
Genify.jl ⭐ 22
Automatically convert Julia methods to Gen functions.
Bloomfilter ⭐ 21
Simplistic (but fast) java implementation of a bloom filter.
Autoreparam ⭐ 20
Automatic Reparameterisation of Probabilistic Programs
Kerneldensityestimate.jl ⭐ 19
Kernel Density Estimate with product approximation using multiscale Gibbs sampling
Count Min Sketch ⭐ 18
Count-Min Sketch Implementation in C
Probabilistik ⭐ 18
Experimental probabilistic programming framework based on Kotlin coroutines
Miller Rabin ⭐ 18
The Miller-Rabin probabilistic primality test in C++ w/GMP
Webppl Agents ⭐ 17
Webppl library for generating Gridworld MDPs. JS library for displaying Gridworld.
Intro_to_pymc3 ⭐ 16
Short introduction to Bayesian statistical modelling with PyMC3
Blangsdk ⭐ 16
Blang's software development kit
Odin Ai ⭐ 15
Orgainzed Digital Intelligent Network (O.D.I.N)
Ranked Programming ⭐ 13
A Ranked Programming Extension for Racket
Sossmlj.jl ⭐ 12
SossMLJ makes it easy to build MLJ machines from user-defined models from the Soss probabilistic programming language
Pinot ⭐ 12
Probabilistic Inference for NOvel Therapeutics
Pyroved ⭐ 11
Probabilistic encoder-decoder models for image and spectral analysis
Composablestatespacemodels ⭐ 11
Markovian ⭐ 11
🎲 A Kotlin DSL for probabilistic programming.
Rgph ⭐ 11
Random Graph Perfect Hashing with optional Lua bindings
1-100 of 202 projects

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Advertising 📦 9
All Projects
Application Programming Interfaces 📦 120
Applications 📦 181
Artificial Intelligence 📦 72
Blockchain 📦 70
Build Tools 📦 111
Cloud Computing 📦 79
Code Quality 📦 28
Collaboration 📦 30
Command Line Interface 📦 48
Community 📦 81
Companies 📦 60
Compilers 📦 60
Computer Science 📦 74
Configuration Management 📦 39
Content Management 📦 167
Control Flow 📦 197
Data Formats 📦 77
Data Processing 📦 266
Data Storage 📦 132
Economics 📦 60
Frameworks 📦 198
Games 📦 122
Graphics 📦 103
Hardware 📦 148
Integrated Development Environments 📦 47
Learning Resources 📦 147
Legal 📦 28
Libraries 📦 119
Lists Of Projects 📦 21
Machine Learning 📦 336
Mapping 📦 61
Marketing 📦 15
Mathematics 📦 55
Media 📦 228
Messaging 📦 97
Networking 📦 304
Operating Systems 📦 84
Operations 📦 120
Package Managers 📦 52
Programming Languages 📦 229
Runtime Environments 📦 96
Science 📦 42
Security 📦 375
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Software Architecture 📦 70
Software Development 📦 68
Software Performance 📦 57
Software Quality 📦 127
Text Editors 📦 45
Text Processing 📦 131
User Interface 📦 310
User Interface Components 📦 465
Version Control 📦 29
Virtualization 📦 68
Web Browsers 📦 38
Web Servers 📦 25
Web User Interface 📦 194
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