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The Top 46 Probabilistic Programming Open Source Projects

Categories > Programming Languages > Probabilistic Programming
Awesome Pytorch List ⭐ 11,394
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
Pyro ⭐ 6,686
Deep universal probabilistic programming with Python and PyTorch
Pymc3 ⭐ 5,493
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano
Edward ⭐ 4,595
A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
Probability ⭐ 3,203
Probabilistic reasoning and statistical analysis in TensorFlow
Zhusuan ⭐ 2,003
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
Gen.jl ⭐ 1,501
A general-purpose probabilistic programming system with programmable inference
Boomfilters ⭐ 1,321
Probabilistic data structures for processing continuous, unbounded streams.
Awesome Pytorch List Cnversion ⭐ 1,313
Awesome-pytorch-list 翻译工作进行中......
Turing.jl ⭐ 1,096
Bayesian inference with probabilistic programming.
Pystan ⭐ 910
PyStan, the Python interface to Stan
Bayeslite ⭐ 877
BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.
Numpyro ⭐ 861
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
Algorithm ⭐ 785
Algorithm is a library of tools that is used to create intelligent applications.
Notes ⭐ 755
Resources to learn more about Machine Learning and Artificial Intelligence
Webppl ⭐ 537
Probabilistic programming for the web
Dbda Python ⭐ 492
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
Edward2 ⭐ 395
A simple probabilistic programming language.
Hakaru ⭐ 284
A probabilistic programming language
Mcx ⭐ 247
Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
Nexus ⭐ 240
Experimental tensor-typed deep learning
Uncertainty Baselines ⭐ 229
High-quality implementations of standard and SOTA methods on a variety of tasks.
Stheno.jl ⭐ 222
Probabilistic Programming with Gaussian processes in Julia
Soss.jl ⭐ 217
Probabilistic programming via source rewriting
Probmods2 ⭐ 199
probmods 2: electric boogaloo
Mbmlbook ⭐ 179
Sample code for the Model-Based Machine Learning book.
Funsor ⭐ 158
Functional tensors for probabilistic programming
Dippl ⭐ 156
The Design and Implementation of Probabilistic Programming Languages
Metaprob ⭐ 153
An embedded language for probabilistic programming and meta-programming.
Uncertainty Metrics ⭐ 138
An easy-to-use interface for measuring uncertainty and robustness.
Inferpy ⭐ 130
InferPy: Deep Probabilistic Modeling with Tensorflow Made Easy
Problog ⭐ 119
ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.
Bopp ⭐ 112
BOPP: Bayesian Optimization for Probabilistic Programs
Rankpl ⭐ 98
A qualitative probabilistic programming language based on ranking theory
Mxfusion ⭐ 95
Modular Probabilistic Programming on MXNet
Nimble ⭐ 93
The base NIMBLE package for R
Pymc Example Project ⭐ 90
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
Bayesloop ⭐ 85
Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.
Forneylab.jl ⭐ 83
Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.
Bloom ⭐ 76
C++ Bloom Filter Library
Ergo ⭐ 75
A Python library for integrating model-based and judgmental forecasting
Lomrf ⭐ 73
LoMRF is an open-source implementation of Markov Logic Networks
Dnest4 ⭐ 49
Diffusive Nested Sampling
Blackjax ⭐ 44
BlackJAX is a sampling library designed for ease of use, speed and modularity.
Pm Pyro ⭐ 32
PyMC3-like Interface for Pyro
Autoppl ⭐ 31
C++ template library for probabilistic programming
1-46 of 46 projects
Advertising 📦 10
All Projects
Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
Blockchain 📦 73
Build Tools 📦 113
Cloud Computing 📦 80
Code Quality 📦 28
Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
Web Browsers 📦 42
Web Servers 📦 26
Web User Interface 📦 210