Creating a release for Zenodo archiving and JOSS publication.
0.4.8
Added implementation and notebook for Titsias 2009.
0.4.6
In this release the following approaches have been added - Sparse variational GPs - Graph kernels - Variational family abstraction - A more flexible likelihood representation - Docs on barycentres of GPs, deep kernels, graph kernels and sparse regression
Contributors - thomaspinder Daniel-Dodd
0.4
Major changes * Parameters are now refactored to impose a greater degree of order and structure. * Multiple dispatch has been removed for easier extendability
Minor changes * Optax integration provided * Matern and Polynomial kernels added * Constant mean function added * Global parameter updates * Significantly slimmer parameter handling code *
0.3
Major changes
* GPJax is now written entirely in Jax with the ObJax dependency removed. * All notebooks and unit tests have been updated to reflect this new structure.
Minor changes
* ARD kernel structures are now easier to define * Priors can be placed explicitly on a GP's hyperparameters.
0.2.0
Inference in a non-conjugate Gaussian process is now supported. A notebook demonstrating this functionality for classification data is provided in addition to the underlying code extensions.