Machine learning, software engineering, and things built out of curiosity.
Featured Project
My Masters dissertation explored adversarial attacks on machine learning models — inputs deliberately crafted to trick a classifier. I worked on breast cancer histopathology images. To make the research accessible, I built a clean interactive UI hosted on Hugging Face Spaces, letting anyone experiment with the concepts without needing to touch any code.
🏆 Distinction — deployed as a live Hugging Face Space
Other Projects & Research
A deep dive into adversarial robustness in breast cancer histopathology. Investigated attack (FGSM, PGD, C&W) and defence strategies across image classification tasks.
Analysing a genetic algorithms performance in a complex strategy based game. Agents played over thousands of generations and millions of moves discovering strange, yet interesting strategies that outperform the majority of sorting algorithms.
A personal blog and portfolio site built with Astro, documenting hikes across Wales and the UK. A passion project with mini projects contained within, including a clicking game buit on javascript. New updates and projexts are always on the horizon.