Mohammad Hamzah User

I've built firmware and test automation at PEC NV for integrated cell testers on a BMW production line, contributing to a €100M customer handover. I developed bare-metal and Linux-based TI MCU firmware, live HMI health checks, and diagnostic tooling for production systems.

At Think Outside, I built reproducible XGBoost and LSTM forecasting pipelines for electricity prices and water availability, supporting five-year hydropower and wind-energy planning. I owned data cleaning, feature selection, hyperparameter tuning, experiment tracking, and data versioning.

My applied ML work includes deploying coffee leaf disease classifiers across GPU, TPU, and Google Coral VPU targets at 98.9% accuracy and 10ms inference. I also bring industrial robotics experience from Sony EMCS, where I helped reduce TV production-line downtime by 30%.