no code implementations • 27 Oct 2021 • John McLeod, Fergus Simpson
Gaussian process priors are a popular choice for Bayesian analysis of regression problems.
1 code implementation • 12 Apr 2021 • Vincent Dutordoir, Hugh Salimbeni, Eric Hambro, John McLeod, Felix Leibfried, Artem Artemev, Mark van der Wilk, James Hensman, Marc P. Deisenroth, ST John
GPflux is compatible with and built on top of the Keras deep learning eco-system.
2 code implementations • 26 Mar 2021 • John McLeod, Hrvoje Stojic, Vincent Adam, Dongho Kim, Jordi Grau-Moya, Peter Vrancx, Felix Leibfried
This paves the way for new research directions, e. g. investigating uncertainty-aware environment models that are not necessarily neural-network-based, or developing algorithms to solve industrially-motivated benchmarks that share characteristics with real-world problems.
Model-based Reinforcement Learning reinforcement-learning +1