Multiple Choice Flashcards on 02 Chartered AI Engineering Professional - CAiE...

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Flashcard Practice Chartered AI Engineering Professional - CAiEP Multiple Choice

A model passes staging tests but fails in production when a client omits an optional field that the preprocessing code assumes is present. What control would best reduce this failure class?

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Use the production logs as labels for the next training run. Move all preprocessing into a notebook that analysts can update quickly. Increase the model's training epochs so it learns missing-field patterns. Validate request schema and preprocessing assumptions at the boundary.

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