Prediction markets for personal opinions — built in six hours at a University of Birmingham hackathon.

AI research intelligence platform that recommends ML architectures for scientific datasets using cross-domain similarity over 30,000+ papers.

Low-fee mobile payments infrastructure for East Africa, born from noticing 5-12% transfer losses on everyday mobile money transactions.

Built deep learning pipelines for facial manipulation detection using transfer learning under IEEE competition constraints.

Ranked 178 of 2,739 globally in skin lesion classification (Kaggle Bronze Medal) using fine-tuned CNNs.

A weighted and PCA-based index measuring judicial health across African countries, built for a Liberal Democracy course using the V-Dem dataset.

Replication of Chen et al.'s layer-wise DNN quantization paper on CIFAR-10 and TinyImageNet, confirming results hold under limited data conditions.

Self-supervised approach to noise-robust speech using manifold-aware contrastive learning, preserving geometric structure without heavy augmentation.

Real-time intrusion detection system for embedded devices combining rule-based detection with an autoencoder anomaly detector, built on Renesas EK-RA8D1 for the TRON Project 2025 competition.