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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
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📦 78
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📦 113
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📦 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
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📦 136
User Interface
📦 330
User Interface Components
📦 514
Version Control
📦 30
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📦 71
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📦 42
Web Servers
📦 26
Web User Interface
📦 210