Designs, builds, and ships production machine learning systems for real-time ranking, personalization, reward optimization, behavioral prediction, and measurement. Owns pipelines, training, serving, monitoring, experimentation, causal inference, and uplift modeling at large scale. Provides technical leadership and mentorship while partnering with engineering, product, and data science teams.