Exam NCA-AIIO Topic 1 Question 33 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 33
Topic #: 1
What is the importance of a job scheduler in an AI resource-constrained cluster?

Suggested Answer: D Vote an answer

In a resource-constrained AI cluster, a job scheduler (e.g., Slurm) efficiently allocates limited resources (GPUs, CPUs) to workloads, optimizing utilization and job execution time. It prioritizes based on policies, not just first-come-first-served, and doesn't add resources or run all jobs simultaneously, focusing instead on resource optimization.
(Reference: NVIDIA AI Infrastructure and Operations Study Guide, Section on Job Scheduling Importance)

by Basil at Mar 12, 2026, 05:56 AM

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