Gaussian Processes Winter School, Sheffield, 2014

Gaussian Process Winter School

University of Sheffield, UK
13th - 16th January 2014

Agenda

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 3Latent 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

This document last modified Friday, 10-Oct-2014 13:50:54 BST