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Exam NCA-AIIO Topic 1 Question 21 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 21
Topic #: 1
When deploying AI workloads on a cloud platform using NVIDIA GPUs, which of the following is the most critical consideration to ensure cost efficiency without compromising performance?

Suggested Answer: B Vote an answer

Using spot instances where applicable for non-critical workloads is the most critical consideration for cost efficiency without compromising performance. Spot instances, offered by cloud providerswith NVIDIA GPUs (e.g., DGX Cloud), provide significant cost savings for interruptible tasks like batch training, while reserved instances ensure performance for critical workloads. Option A (single instance) limits scalability.
Option C (lowest cost) risks performance trade-offs. Option D (max memory) increases costs unnecessarily.
NVIDIA's cloud deployment guides endorse spot instance strategies.

by Ron at Feb 25, 2026, 09:36 PM

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