Teaching

Reinforcement learning

Crash course in Reinforcement learning

Given at the University of Magdeburg, Germany, 2009. [pdf]

Fitting RL models to behavioural data

Tutorial given jointly with Michael Frank at the Neural circuits of decision making conference at Janelia Farm, March 2011. [pdf]

Tutorial at Ringerg Castle, UCL-MPS Symposium on Computational Psychiatry, September 2012 [pdf]

Reinforcement learning: Theory and biology

Lectures given at the 2012 Advanced course in computational neuroscience, Bedlewo, Poland. Theory [pdf] and Biology [pdf].

Programme Gulbenkian Champalimaud Neuroscience

A course on Reinforcement learning, from animal behaviour to psychiatry. See here for more details and here for the course syllabus.

Theoretical Neuroscience

Gatsby Unit Theoretical Neuroscience course 2004/2005

There are lots of materials on these sites, but there are newer versions which I'd rather recommend.
Part I (theory)
Part II (neuroscience)

Functional Imaging Lab Methods for dummies course 2006

EEG / MEG analysis

Okinawa Course in Computational Neuroscience 2007

I was a tutor for this course. See here for the projects proposed, some of them jointly with Daniela Schiller

Neurobiology

I was a supervisor for two years in various colleges, supervising both second and third year neurobiology / neuroscience and also physiology for medics.