Callum is a PhD student at University College London under the supervision of Prof. Hao Ni and is funded by the CCMI CDT. His research focuses on applying signature methods for machine learning, particularly in the context of generative modelling. Prior to starting his PhD he worked as a machine learning scientist for a number of years.