Supervised by Dr Matthew Wicker, Department of Computing.

First Class Honours, specialising in machine learning. Master's thesis selected as a Distinguished Project; David Howarth Award for the best third-year group project (PySpArX, ICLP 2023).

Certification of safety properties of machine learning models: poisoning robustness, explainability, differential privacy and unlearning.

Bayesian neural networks, differential privacy, adversarial robustness and uncertainty quantification.

Synthetic data and conditional image generation for face recognition pre-training.

Software development for electronic trading systems.

Software engineering on production services.