Online Access Free NCP-AIO Practice Test

Which metric is most appropriate for evaluating classification models when dealing with highly imbalanced datasets where one class significantly outnumbers the other?

• A.R-squared
• B.Mean squared error
• C.Precision-recall F1 score
• D.Accuracy

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?

• A.Rolling update
• B.Blue-green deployment
• C.Canary deployment
• D.Shadow deployment

A Slurm user is experiencing a frequent issue where a Slurm job is getting stuck in the
"PENDING" state and unable to progress to the "RUNNING" state.
Which Slurm command can help the user identify the reason for the job's pending status?

• A.sacct -j <job[.step]>
• B.scontrol show job <jobid>
• C.squeue -u <user_list>
• D.sinfo -R

A system administrator needs to collect the information below:
GPU behavior monitoring
GPU configuration management
GPU policy oversight
GPU health and diagnostics
GPU accounting and process statistics
NVSwitch configuration and monitoring
What single tool should be used?

• A.Nsight Systems
• B.DCGM
• C.CUDA Toolkit
• D.nvidia-smi

You are managing an on-premises cluster using NVIDIA Base Command Manager (BCM) and need to extend your computational resources into AWS when your local infrastructure reaches peak capacity.
What is the most effective way to configure cloudbursting in this scenario?

• A.Use BCM's built-in load balancer to distribute workloads evenly between on-premises and cloud resources without any pre-configuration.
• B.Set up a standby deployment in AWS and manually switch workloads to the cloud during peak times.
• C.Manually provision additional cloud nodes in AWS when the on-premises cluster reaches its limit.
• D.Use BCM's Cluster Extension feature to automatically provision AWS resources when local resources are exhausted.