I am a PhD student at Rice University, under the supervision of Professor Richard Baraniuk; exploring how a spline theory of deep learning can be used to understand neural networks. Previously, I was a research assistant at Imperial College London, working with Dr Anthea Monod on the tropical geometry of neural networks, which followed the completion of my undergraduate studies in mathematics from Imperial College London.
Broadly my research interests can be summarised as exploiting the geometry of machine learning models to help understand their properties, and inform the development of techniques for improving their reliability in deployment.