Build and operate scalable ML infrastructure for deploying models to IoT sleep devices. Own end-to-end pipelines, optimize performance, and collaborate cross-functionally. Requires 5+ years in ML ops, Python, AWS, and production ML deployment.
Builds and deploys ML models for sleep personalization, readiness forecasting, and behavior prediction using foundation models and multimodal data. Requires 2+ years production ML experience with PyTorch/TensorFlow, personalization systems, and strong Python engineering.
Build and operate scalable ML infrastructure for deploying models to IoT sleep devices. Own end-to-end pipelines, optimize performance, and collaborate cross-functionally. Requires 5+ years in ML ops, Python, AWS, and production ML deployment.
Builds and deploys ML models for sleep personalization, readiness forecasting, and behavior prediction using foundation models and multimodal data. Requires 2+ years production ML experience with PyTorch/TensorFlow, personalization systems, and strong Python engineering.