I develop machine learning and statistical methods for complex, sensor‑rich systems. Using multi‑source data fusion that combines IoT signals and physics‑informed models, I focus on anomaly detection, predictive modeling, operations analytics, and AI evaluation across energy, manufacturing, and healthcare.