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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 plans to train a large transformer model from scratch and wants to reduce idle GPU time across hundreds of accelerators. Which architecture consideration is most important?

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High-bandwidth GPU interconnects, fast storage, distributed training software, checkpoint strategy, and job scheduling that keeps workers synchronized A single development workstation that relies on local disk for dataset streaming A content delivery network for model documentation and public release notes A minimal inference endpoint with aggressive request timeouts and small CPU-only replicas

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