GPJax

GP model library

Provides a low-level interface to Gaussian process models in JAX for flexible extension and customisation

Gaussian processes in JAX.

GitHub

461 stars
3 watching
53 forks
Language: Python
last commit: 20 days ago
Linked from 1 awesome list

bayesian-inferencegaussian-processesjaxmachine-learningprobabilistic-programming

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
matthias-wright/flaxmodels Provides pre-trained deep learning models for the Jax/Flax ecosystem. 238
stor-i/gaussianprocesses.jl A Julia package that provides a flexible nonparametric tool for modeling data using Gaussian Processes 308
dfm/tinygp A lightweight library for building Gaussian Process models in Python 296
sheffieldml/multigp Software for modeling and prediction with multiple output Gaussian processes 48
aaltoml/kalman-jax This project develops an approximate inference framework for temporal Gaussian processes using Kalman filtering and smoothing methods. 95
darshandeshpande/jax-models Provides a collection of deep learning models and utilities in JAX/Flax for research purposes. 151
google/paxml A framework for configuring and running machine learning experiments on top of Jax. 457
sheffieldml/deepgp Software implementing probabilistic models for uncertainty estimation in data analysis 90
sheffieldml/gpmat A Matlab toolbox providing implementations of Gaussian processes and other machine learning tools. 132
google-deepmind/jraph A lightweight library for working with graph neural networks in jax. 1,375
gpflow/gpflowopt A Python package for Bayesian optimization using the GPFlow library and TensorFlow. 270
ziatdinovmax/gpim An open-source Python package for applying Gaussian processes to images and hyperspectral data for reconstruction and Bayesian optimization. 57
blackjax-devs/blackjax A Bayesian inference library designed to provide modular and customizable samplers for probabilistic programming 846
openai/pixel-cnn A generative model with tractable likelihood and easy sampling, allowing for efficient data generation. 1,921
gordicaleksa/get-started-with-jax A repository providing tutorials and resources to learn JAX, a popular alternative to PyTorch and TensorFlow for machine learning. 661