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.
1 code implementation • 27 Feb 2019 • Riccardo Moriconi, Marc P. Deisenroth, K. S. Sesh Kumar
Our approach allows for optimization of BO's acquisition function in the lower-dimensional subspace, which significantly simplifies the optimization problem.
no code implementations • 16 Aug 2016 • Stefanos Eleftheriadis, Ognjen Rudovic, Marc P. Deisenroth, Maja Pantic
In particular, we introduce GP encoders to project multiple observed features onto a latent space, while GP decoders are responsible for reconstructing the original features.
no code implementations • 11 Apr 2016 • Stefanos Eleftheriadis, Ognjen Rudovic, Marc P. Deisenroth, Maja Pantic
The adaptation of the classifier is facilitated in probabilistic fashion by conditioning the target expert on multiple source experts.