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NCA-AIIO AI Infrastructure Operations Associate (NCA-AIIO) - Nvidia Exam Questions

Last updated on July 22, 2026

97% Exam Compliance
44 Total Questions
1
Question
What is the name of NVIDIA’s SDK that accelerates machine learning?
Options
A Clara
B RAPIDS
C cuDNN
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2
Question
Which of the following statements is true about Kubernetes orchestration?
Select 2
Options
A It is bare-metal based but it supports containers.
B It has advanced scheduling capabilities to assign jobs to available resources.
C It has no inferencing capabilities.
D It does load balancing to distribute traffic across containers.
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3
Question
What is a key value of using NVIDIA NIMs?
Options
A They provide fast and simple deployment of AI models.
B They have community support.
C They allow the deployment of NVIDIA SDKs.
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4
Question
What is the importance of a job scheduler in an AI resource-constrained cluster?
Options
A It allocates resources based on which job requests came first.
B It ensures that all jobs in the cluster are executed simultaneously.
C It increases the number of resources available in the cluster.
D It allocates resources efficiently and optimizes job execution.
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5
Question
A customer is evaluating an AI cluster for training and is questioning why they should use a large number of nodes. Why would multi-node training be advantageous?
Options
A The model is too large to fit into GPU memory.
B The model is being used by a large number of users.
C The model is being used for large-scale inference workloads.
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