I work where model performance meets real-world constraints.

I completed my bachelor’s degree at Beirut Arab University and my master’s degree at the American University of Beirut.

My recent research focuses on differential privacy, fairness-aware training, and adaptive optimization. Earlier work includes UAV security, computer vision for dense crowds, and football outcome forecasting.

I care about experiments that are reproducible, claims that match the evidence, and systems that acknowledge their limits.