We are interested in resolving large data challenges in biology and medicine. With the use of deep learning we develop new data-driven approaches to study image and video data in biology. Our theoretical interests lie in using machine learning to find appropriate data representations for resolving specific scientific questions. Our major applications include cancer and ageing research.