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Builds and ships machine learning models that choose which message, channel and timing reach each user across push, email and in-app notifications. Works on multi-objective experiments and reinforcement learning aimed at long-term user outcomes, owning the full lifecycle to monitoring. Needs production ML experience at scale, PyTorch, distributed frameworks like Ray, and causal analysis skills.