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Practice multiple choice certification questions for NVIDIA-Certified Associate: AI Infrastructure and Operations and review the explanation after each answer.

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

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Flashcard Practice NVIDIA-Certified Associate: AI Infrastructure and Operations Multiple Choice

A company sees low GPU utilization during training even though accelerators are available and the model fits in memory. Storage metrics show high read latency from the dataset repository. What is the likely issue?

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The model is over-optimized for inference and cannot perform backpropagation The monitoring system is reporting low utilization because GPUs cannot be measured during training The inference server is under-provisioned, so more serving replicas should be added The training pipeline is input-bound, so storage throughput, caching, data format, and preprocessing parallelism need review

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