I am a Professor in the School of Informatics, University of Edinburgh. See the contact pages for my email address, work location and maps.
I have a many-decade history of research in machine learning methods, generative models and generative AI, machine learning and deep learning methodology, and model understanding and efficiency. This research covers the areas of:
We have PhD studentships and postdoc places available NOW. https://www.bayeswatch.com/vacancies/.
Understanding Deep Learning
Building Neural Networks under Real World Constraints
Meta-Learning and Few Shot Learning
Exploration-Driven Reinforcement Learning
Bayesian Methods, Gaussian Processes and Graphical Models
Stochastic Differential Systems, including Sampling Bayesian Posteriors
Transactional Machine Learning and Machine Learning Markets
Bayesian and Tailored Neural Network Methods for Medical Imaging (esp Brain Imaging and Retinal Imaging)
Learning to Generate Music.
Further information on projects, my research group, publications and a research blog can be found on the Bayeswatch group website: