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The Machine Learning Engineer II position at Rivian involves working within the Platform Architecture team to develop infrastructure that enables efficient performance of state-of-the-art machine learning models used in Advanced Driver Assistance Systems (ADAS). The role requires collaboration with various teams to understand workloads and enhance hardware and model capabilities.