Projects

Websites, applications, and digital products.

This page features selected projects, academic work, and research tools.

TrustMap

TrustMap

A SwiftUI app for mapping trusted places and personal recommendations, backed by a separate API and designed around private, location-based discovery.

  • SwiftUI
  • iOS
  • Maps
  • Backend API
Visual Emotion Prediction

Visual Emotion Prediction

A research-driven pipeline for predicting human-rated emotion intensity from images, comparing a ResNet18 baseline, the base Qwen2.5-VL model, and a LoRA-fine-tuned variant to see which aligns most closely with human ratings.

  • Python
  • PyTorch
  • Computer Vision
  • Affective Computing
ArbiraGenius

ArbiraGenius

SwiftUI toolkit that helps sports bettors calculate arbitrage, optimise bonuses and monitor margins.

  • SwiftUI
  • iOS
  • Sports Betting
  • Toolkit
Januszbet

Januszbet

An open-source prediction game for football matches with friends and family, including private leagues, locked picks, scoring, and admin controls.

  • Next.js
  • TypeScript
  • PostgreSQL
  • Prediction Game
Image Rating Tool

Image Rating Tool

Local Streamlit app for manual image rating with emotion and quality modes, built for internal evaluations in our research workflows and CSV export.

  • Streamlit
  • Python
  • Image Rating
  • Research Tools