probabilistic-programming

Bayesian Modeling and Probabilistic Programming in Python

#计算机科学#Deep universal probabilistic programming with Python and PyTorch

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

#计算机科学#A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow

#计算机科学#A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

A neurosymbolic perspective on LLMs

#计算机科学#High-quality implementations of standard and SOTA methods on a variety of tasks.

BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.

#计算机科学#BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.

#计算机科学#PyStan, the Python interface to Stan

#计算机科学#Gaussian processes in JAX and Flax.

#计算机科学#Lightwood is Legos for Machine Learning.

ProbLog is a Probabilistic Logic Programming Language for logic programs with probabilities.

Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.

Oryx is a library for probabilistic programming and deep learning built on top of Jax.

#计算机科学#Functional tensors for probabilistic programming

Probabilistic Programming and Nested sampling in JAX

Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.

Probabilistic programming with large language models

Probabilistic data structures in python http://pyprobables.readthedocs.io/en/latest/index.html