Research overview

I use maths to better understand and improve deep learning algorithms.

  1. Theoretical foundations: develop theory to reconcile modern phenomena with conventional machine learning wisdom.

  2. Improving efficiency: use intuition from theory to identify algorithmic innovations to lower training and inference costs.

Bio Sketch

  • Lecturer in Mathematics, University of Bath (September 2024 - current)
  • Hedrick Assistant Adjunct Professor, mentored by Deanna Needell and Guido Montufar, UCLA (July 2021 - June 2024)
  • DPhil in Mathematics, supervised by Jared Tanner, University of Oxford
    (September 2017 - June 2021)