NVIDIA NCA-AIIO Exam - Topic 2 Question 21 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam

Question #: 21
Topic #: 2

[All NCA-AIIO Questions]

What is a common tool for container orchestration in AI clusters?

AKubernetes

BMLOps

CSlurm

DApptainer

Show Suggested Answer

Suggested Answer: A

Kubernetes is the industry-standard tool for container orchestration in AI clusters, automating deployment, scaling, and management of containerized workloads. Slurm manages job scheduling, Apptainer (formerly Singularity) runs containers, and MLOps is a practice, not a tool, making Kubernetes the clear leader in this domain.

(Reference: NVIDIA AI Infrastructure and Operations Study Guide, Section on Container Orchestration)

by Jesusa at Jun 19, 2026, 08:49 AM

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Vanda

16 hours ago

I feel like MLOps was a big topic in our last session, but I don't think it's specifically for orchestration.

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Nicolette

6 days ago

I'm not entirely sure, but I remember Slurm being mentioned in the context of job scheduling rather than orchestration.

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Stephen

11 days ago

I think Kubernetes is the right answer since we discussed it a lot in class as a leading tool for managing containers.

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