University of Sheffield, UK

13th - 16th January 2014

Monday 13th January

8:00-9:00 Arrivals

9:00-10:30 Introduction to GPs [Lecture Slides] Neil Lawrence, University of Sheffield

10:30-11:00 Coffee Break

11:00-12:30 Introduction to GPs II [Lecture Slides] Philipp Hennig, MPI Tuebingen

12:30-13:15 Lunch Break

13:15-15:30 Lab Session 1 Gaussian Process Models with GPy [Lab instructions]

15:30-16:00 Tea Break

16:00-17:00 Kernel Design [Lecture Slides] Nicolas Durrande, Ecole de Mine de St Etienne

Tuesday 14th January

8:00-9:00 Arrivals

9:00-10:30 Fitting Covariance and Multi-output Gaussian Processes [Lecture Slides] Neil Lawrence, University of Sheffield

10:30-11:00 Coffee Break

11:00-12:00 Sparse Gaussian Processes [Lecture Slides][ipython notebook] James Hensman, University of Sheffield

12:00-12:45 Expectation Propagation [Lecture Slides] Ricardo Andrade, University of Sheffield

12:45-13:30 Lunch Break

13:30-15:30 Lab Session 2 Gaussian Process for Classification and Sparse Gaussian Processes [Lab instructions]

15:30-16:00 Tea Break

16:00-17:30 Gaussian Processes for Computer Experiments [Lecture Slides] Jeremy Oakley, University of Sheffield

Wednesday 15th January

8:00-9:00 Arrivals

9:00-10:30 Gaussian Processes for Probabilistic Numerics [Lecture Slides] Philipp Hennig, MPI Tuebingen

10:30-11:00 Coffee Break

11:00-12:30 Latent Variable Models with Gaussian Processes [Lecture Slides] Neil Lawrence, University of Sheffield

12:30-13:15 Lunch Break

13:15-15:30 Lab Session 3 Latent Variable Models [Lab instructions]

15:30-16:00 Tea Break

16:00-17:00 GPs huh? What are they good for? [Lecture Slides] Richard Wilkinson, University of Nottingham

Thursday 16th January

Spatiotemporal Modelling with Gaussian Processes Workshop