There are 26 repositories under probabilistic-programming topic.
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
Deep universal probabilistic programming with Python and PyTorch
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
Python code for "Probabilistic Machine learning" book by Kevin Murphy
A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
Probabilistic reasoning and statistical analysis in TensorFlow
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
A general-purpose probabilistic programming system with programmable inference
Bayesian inference with probabilistic programming.
Probabilistic data structures for processing continuous, unbounded streams.
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
PyStan, the Python interface to Stan
High-quality implementations of standard and SOTA methods on a variety of tasks.
BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.
Resources to learn more about Machine Learning and Artificial Intelligence
Algorithm is a library of tools that is used to create intelligent applications.
Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code
A simple probabilistic programming language.
Probabilistic programming via source rewriting
Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
Probabilistic Programming with Gaussian processes in Julia
"Distributions" that might not add to one.
BlackJAX is a sampling library designed for ease of use, speed and modularity.
A probabilistic programming language
Lightwood is Legos for Machine Learning.
probmods 2: electric boogaloo
Experimental tensor-typed deep learning
Sample code for the Model-Based Machine Learning book.
ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.
Functional tensors for probabilistic programming
A domain-specific probabilistic programming language for scalable Bayesian data cleaning
The Design and Implementation of Probabilistic Programming Languages
An embedded language for probabilistic programming and meta-programming.