Machine Learning Engineer overview

Develops, trains, and productionizes machine learning models, bridging the gap between research prototypes and scalable production systems. Works with data scientists to formalize experiments and with platform engineers to deploy models reliably. Responsible for model performance monitoring, feature stores, and ensuring ML systems meet latency and throughput requirements.