competitions Eyas: AI Security Camera Agent Backyard AI submission to the Hugging Face Build Small Hackathon — on-device CCTV analysis for small retail theft and loitering detection. IMI Big Data & AI: AML Detection Platform Team 33's winning submission to the 2025–2026 IMI Big Data & AI Competition ($15,000 prize) — pattern-based AML detection, SHAP explanations, and an interactive Next.js knowledge library. ml PEMFC Performance Prediction & Design Optimization NUS summer research — dual MLP models for PEMFC thermal and pressure prediction, genetic design search validated in COMSOL, and Optuna hyperparameter tuning.
