Work / Projects
I've featured some of my work below and written case studies for each project. These case studies cover my machine learning dissertation, a full-stack web app, the design behind this site, and more.
For my final-year dissertation, I built a leakage-aware machine-learning pipeline to test whether historical HLTV statistics could predict a professional player's performance on an upcoming map. The selected ensemble reached 0.630 ROC-AUC on a chronological test period, indicating limited above-baseline ranking signal.
Sole researcher and developer
A full-stack property-booking platform for a short-term lettings business, supporting property listings, booking requests, reservation management, and iCal synchronisation with external platforms. The public development build is still being refined.
Sole Developer
A three-person university coursework project that constructs Version 1 and 2 QR codes from the specification, with a Flask interface for custom colours, module shapes, and output sizing.
Team developer
A rebuild of my original portfolio in Astro, with Markdown-backed case studies, responsive project layouts, accessible navigation, and dedicated CV and dissertation pages.
Designer and developer
I own and operate the infrastructure behind a 200+ member Minecraft community, including hosting, DNS, plugins, permissions, monitoring, and hourly offsite backups.
Owner and technical administrator