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The Machine Learning Engineer role at Apple involves designing and building machine learning solutions to enhance the software development experience within the Apple ecosystem. The position requires collaboration with a team of applied scientists and engineers to develop scalable and maintainable ML models and systems, focusing on real-world applications and problem-solving.