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NVIDIA NCA-AIIO Exam - Topic 2 Question 21 Discussion

What is a common tool for container orchestration in AI clusters?
A) Kubernetes
B) MLOps
C) Slurm
D) Apptainer

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?

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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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Hillary
13 days ago
I still think MLOps has its place in AI projects.
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Elena
18 days ago
Plus, it's cloud-native. Makes deployment easier.
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Antonio
24 days ago
Exactly! Kubernetes has a strong community and support.
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Gearldine
29 days ago
D) Apptainer is cool, but not mainstream like Kubernetes.
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Percy
1 month ago
C) Slurm is great for HPC, but not as common for AI clusters.
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Catarina
1 month ago
True, but MLOps is more about the workflow, not orchestration.
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Hillary
1 month ago
But what about B) MLOps? It's important too.
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Elena
2 months ago
I agree! Kubernetes handles scaling well.
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Antonio
2 months ago
I think it's definitely A) Kubernetes. It's widely used.
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Yong
2 months ago
Really? I thought Apptainer was more niche.
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Lonna
2 months ago
Wait, Slurm? I didn't know that was used for AI!
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Meaghan
2 months ago
A) Kubernetes all the way! Can't beat it.
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William
3 months ago
I thought MLOps was the go-to for AI clusters?
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Jesse
3 months ago
Definitely A) Kubernetes, it's super popular!
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Shalon
3 months ago
Apptainer sounds familiar, but I can't recall if it's widely used like Kubernetes for AI clusters.
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Vanda
3 months 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
3 months 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
3 months 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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