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- CPMAI Phase II, Data Understanding, is about identifying appropriate datasets for the machine learning task, evaluating training-data requirements, validating ground-truth quality, and assessing whether enough usable data exists. If the data is inadequate, the team may iterate back to Business Understanding. Modeling and operationalization happen in later phases.