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Practice multiple choice certification questions for Certified Artificial Intelligence Practitioner - CAIP and review the explanation after each answer.

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Review the keyed rationale after answering so the correct CertNexus service choice and each distractor stay connected.

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Flashcard Practice Certified Artificial Intelligence Practitioner - CAIP Multiple Choice

Why should a square-root transformation be implemented in the same pipeline used for training and inference?

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Consistent preprocessing prevents train-serving mismatch and makes the transformation auditable It is a substitute for data profiling because the transform is deterministic It converts model outputs back into raw counts automatically It allows production data to overwrite the training set when values are skewed

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