Free NVIDIA NCP-AIO Practice Test & Real Exam Questions
A system administrator needs to scale a Kubernetes Job to 4 replicas.
What command should be used?
What command should be used?
Correct Answer: D
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Which process ensures that input data used during inference is consistent with the data used during training, preventing discrepancies that could negatively affect model performance?
Correct Answer: A
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You are deploying an AI workload on a Kubernetes cluster that requires access to GPUs for training deep learning models. However, the pods are not able to detect the GPUs on the nodes.
What would be the first step to troubleshoot this issue?
What would be the first step to troubleshoot this issue?
Correct Answer: D
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Which deployment strategy allows two versions of a model to run simultaneously and gradually shifts traffic from the old version to the new version to minimize risk during updates?
Correct Answer: D
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A data scientist is training a deep learning model and notices slower than expected training times.
The data scientist alerts a system administrator to inspect the issue. The system administrator suspects the disk IO is the issue.
What command should be used?
The data scientist alerts a system administrator to inspect the issue. The system administrator suspects the disk IO is the issue.
What command should be used?
Correct Answer: A
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In an AI operations pipeline, which component is primarily responsible for continuously monitoring deployed models for performance degradation and automatically triggering retraining workflows when accuracy or latency metrics fall below predefined thresholds?
Correct Answer: B
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You are deploying AI applications at the edge and want to ensure they continue running even if one of the servers at an edge location fails.
How can you configure NVIDIA Fleet Command to achieve this?
How can you configure NVIDIA Fleet Command to achieve this?
Correct Answer: B
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A Fleet Command system administrator wants to create an organization user that will have the following rights:
For locations - read only
For Applications - read/write/admin
For Deployments - read/write/admin
For Dashboards - read only
What role should the system administrator assign to this user?
For locations - read only
For Applications - read/write/admin
For Deployments - read/write/admin
For Dashboards - read only
What role should the system administrator assign to this user?
Correct Answer: C
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You are managing a Kubernetes cluster running AI training jobs using TensorFlow. The jobs require access to multiple GPUs across different nodes, but inter-node communication seems slow, impacting performance.
What is a potential networking configuration you would implement to optimize inter-node communication for distributed training?
What is a potential networking configuration you would implement to optimize inter-node communication for distributed training?
Correct Answer: D
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