Robustness, Safety and Uncertainty

How can we build robust systems that know when they don't know?

Interpretable Machine Learning

How can we build systems that can explain themselves?

Human-in-the-Loop Machine Learning Systems

How can we integrate humans in the training and deployment of ML?

Generative Modelling on Big Medical Datasets

How can we extract new clinical knowledge from medical images?