Exam NCA-AIIO Topic 2 Question 107 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 107
Topic #: 2
What is a common tool for container orchestration in AI clusters?

Suggested Answer: A Vote an answer

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 Marian at Aug 29, 2026, 04:51 AM

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