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The GPU Engineer role at Apple involves analyzing and optimizing the performance of linear algebra and machine learning algorithms on Apple GPU platforms. The position requires collaboration with software engineering and hardware technology teams to develop strategies that enhance AI performance, as well as building prototype software implementations for future hardware.