Selected projects, recent thinking.
A live esports platform, two medical AI research projects, and a CSE327 service platform. Backend-first, with attention to operator workflows on the product side and honest comparisons on the research side.
- Active development
DeltaCrown
2024 — ActiveEsports Ecosystem Platform
A production esports platform — tournaments, teams, ranking, points economy, and a competitive hub. Backend-first, operator-grade.
DjangoPostgreSQLRedisRead - Academic research
Lung Cancer Histopathology
2024Four CNNs compared on LC25000
Four CNN architectures compared on the LC25000 lung subset — Modified AlexNet led at 99.8% test accuracy, ahead of EfficientNetB4, DenseNet-121, and a Modified CNN trained from scratch.
TensorFlowKerasOpenCVRead - Academic research
Heart Disease NLP
2024Transformer comparison on medical reports
Compared DistilBERT, DistilRoBERTa, and BETO for medical report classification — text preprocessing, tokenisation, attention masking, evaluation. DistilRoBERTa led at 93.38%.
TransformersPyTorchHugging FaceRead - Academic project
Smart Waste Management
2024PHP/MySQL waste service platform
A subscription-gated waste management web app built for CSE327 at NSU — user and admin roles on a 9-table MySQL schema, with pickup requests, scheduling, notifications, and a points leaderboard.
PHPMySQLMariaDBRead