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Network Appliance NS0-901 Exam Syllabus Topics:

Network Appliance NetApp Certified AI Expert Sample Questions:

1. An MLOps engineer is troubleshooting a failed Kubeflow pipeline step. The step was designed to create a clone of a dataset for a training job using the NetApp DataOps Toolkit. The pod logs for the failed pipeline step show the following:
Traceback (most recent call last):
File "create_clone.py", line 15, in <module>
clone_pvc(source_pvc_name="training-data-v2", new_pvc_name="train-job-34a-data") NameError: name 'clone_pvc' is not defined The engineer reviews the Python script for the pipeline step:
# create_clone.py
import os
from netapp_dataops.k8s import create_pvc
# Other code
print("Cloning source dataset for training run...")
clone_pvc(
source_pvc_name="training-data-v2",
new_pvc_name="train-job-34a-data"
)
print("Clone created successfully.")
What is the cause of the error?

A) The Kubernetes cluster is not running NetApp Trident.
B) The Python script is attempting to use the 'clone_pvc' function, but it was not imported from the
'netapp_dataops.k8s' library.
C) The NetApp DataOps Toolkit is not installed in the container image used for this pipeline step.
D) The source PVC 'training-data-v2' does not exist.

2. An MLOps team is using the BlueXP Workload Factory to automate the deployment of a Jupyter notebook environment for a new data scientist. The deployment job fails. The team reviews the job details in the BlueXP UI.
Job ID: 78a1c-2b3d-4e5f
Service: BlueXP Workload Factory
Action: Deploy JupyterHub on Kubernetes
Status: FAILED
Error Message: "Failed to create PersistentVolumeClaim 'jupyter-pvc-user01'.
User 'service-account- bluexp' does not have permission to 'create' resource
'persistentvolumeclaims' in cluster 'k8s-prod- cluster-01'."
What is the most direct way to resolve this issue?

A) Restart the BlueXP Connector to refresh its permissions.
B) Increase the storage quota for the 'jupyter-pvc-user01' PVC.
C) Manually create the PersistentVolumeClaim using 'kubectl'.
D) Modify the Kubernetes RBAC (Role-Based Access Control) configuration to grant the 'service- account-bluexp' the necessary permissions to create PVCs in the target cluster.

3. The architect needs to design an efficient data flow to move curated training sets from the central StorageGRID data lake to the high-performance NetApp ASA system used by the AI cluster. The process must be manageable from a single interface and should be automatable. Which two NetApp technologies should be used to implement this data pipeline stage? (Choose 2.)

A) A manual copy process using an S3 client on a bastion host.
B) NetApp BlueXP copy and sync service to create and manage the data synchronization relationship between the S3 source and the NFS/CIFS destination.
C) A custom Python script using the NetApp DataOps Toolkit to trigger the data movement.
D) NetApp FabricPool to automatically tier the data from StorageGRID to the ASA.
E) NetApp SnapMirror to replicate data from the StorageGRID object store to the ASA's file system.

4. The company's compliance officer mandates that all raw simulation data in the StorageGRID data lake must be protected from modification or deletion for a period of seven years. Which two StorageGRID features should be implemented to meet this strict, long-term data immutability requirement? (Choose 2.)

A) Enable Autonomous Ransomware Protection (ARP) on the StorageGRID system.
B) Use NetApp SnapMirror to replicate the data to a second StorageGRID system.
C) Encrypt all objects in the bucket using server-side encryption (SSE).
D) Create a new S3 bucket with Object Lock enabled in Compliance mode.
E) Configure an Information Lifecycle Management (ILM) rule that applies to the bucket and sets a retention period of seven years.

5. The HPC cluster generates simulation data at an extremely high rate, requiring a storage system that can handle massively parallel writes from hundreds of compute nodes simultaneously. Which storage system and file protocol combination is the most appropriate choice for the HPC cluster's high-performance scratch space?

A) A Cloud Volumes ONTAP instance with a standard file system.
B) A NetApp StorageGRID system accessed via the S3 protocol.
C) A NetApp ASA system serving a single, large NFS volume.
D) A NetApp E-Series system serving a BeeGFS parallel file system.

Solutions: