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The Senior Machine Learning Engineer role at Uber involves working across multiple teams to develop and implement advanced machine learning systems that enhance user incentives and improve business outcomes. The position requires collaboration with cross-functional teams to innovate and productionize state-of-the-art ML models tailored for Uber's diverse use cases, contributing to the company's profitability and growth.