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Multiple Choice Flashcards

Practice multiple choice certification questions for Google Cloud Professional Machine Learning Engineer and review the explanation after each answer.

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

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Flashcard Practice Google Cloud Professional Machine Learning Engineer Multiple Choice

A team trains on millions of small image files spread across regions, and GPU utilization remains low while workers wait on input data. What should the engineer investigate?

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Compressing all images into a single archive that each worker downloads at startup Increasing accelerator count before profiling object-read throughput and preprocessing time Randomizing file paths on every run so workers do not read objects in the same order Data locality, file format, sharding strategy, input pipeline parallelism, and storage throughput

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