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In the context of a Google Cloud Professional Machine Learning Engineer's role, when tasked with defining machine learning problems, which of the following activities should be the primary focus? Consider aspects such as problem type (e.g., classification, regression, clustering), business requirements translation into ML tasks, and algorithm selection based on problem and data characteristics. Choose the best option.
A
Developing and executing digital marketing strategies to enhance product visibility.
B
Creating and optimizing user interface designs for better user engagement.
C
Managing and scaling cloud infrastructure to support ML model deployment.
D
Identifying and framing machine learning problems accurately to align with business objectives and data insights.