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Network Appliance NetApp Certified AI Expert Sample Questions:

1. The data science team in Azure reports that training jobs are taking longer than expected. An analysis of the Cloud Volumes ONTAP instance in Azure shows that the instance type is undersized for the I/O demands of the training workload. The architect needs to change the Azure VM instance type for the Cloud Volumes ONTAP system to a more powerful one.
The current configuration is:
Cloud_Provider: Azure
ONTAP_System: Cloud Volumes ONTAP (Single Node)
Current_Instance_Type: Standard_DS3_v2
Target_Instance_Type: Standard_E8s_v4
What is the most direct method to perform this operation using NetApp's management tools?

A) Use the Azure portal to manually change the VM instance type.
B) SSH to the Cloud Volumes ONTAP instance and run an ONTAP command to modify the underlying VM.
C) Terminate the existing Cloud Volumes ONTAP instance and deploy a new one with the target instance type, then restore data from backup.
D) From the BlueXP Canvas, select the Cloud Volumes ONTAP working environment and use the
"Change Instance Type" action in the Features panel.

2. An AI platform team is investigating poor I/O performance for a specific workload that involves processing hundreds of thousands of small metadata files. The application is running on a Kubernetes cluster with storage provided by a NetApp ONTAP system over NFS. Performance metrics show acceptable network throughput but very high latency for metadata operations (e.g., open, stat, close).
The current storage configuration is as follows:
Storage_System: NetApp AFF A-Series
Protocol: NFSv4.1
Workload_Profile: Metadata-intensive, many small file lookups
Observed_Issue: High latency on metadata operations, slow job completion Which storage architecture would be better suited to handle this specific metadata-intensive workload?

A) A NetApp E-Series system running a parallel file system like BeeGFS.
B) A NetApp Cloud Volumes ONTAP instance in a different region.
C) A NetApp SnapLock-enabled volume for data protection.
D) A NetApp StorageGRID object storage system.

3. A security administrator is reviewing the configuration of a production ONTAP cluster after a compliance audit. The audit requires that all volumes containing financial data must be protected against ransomware. The administrator runs a command to check the status of Autonomous Ransomware Protection (ARP) on a critical volume.
The command and its output are as follows:
cluster-1::> security ransomware anti-ransomware show -vserver svm_finance -volume finance_q1_data Vserver: svm_finance Volume: finance_q1_data Autonomous Ransomware Protection Status: disabled Learning Mode: normal Dry Run Mode: false Action on Detection: notify Based on this output, what is the primary security risk for the 'finance_q1_data' volume?

A) The action on detection is set only to "notify," which will not block the attack.
B) The volume is not part of any Snapshot schedule.
C) The learning mode is set to "normal," which may not detect zero-day attacks.
D) The volume is vulnerable to ransomware because Autonomous Ransomware Protection is not enabled.

4. Which AI technology is used to generate new, never-before-seen content such as images or text?

A) Generative AI
B) Supervised AI
C) Reinforcement AI
D) Predictive AI

5. The company's finance department mandates a cost-control strategy for the petabyte-scale StorageGRID data lake. The analysis shows that 80% of the simulation data is not accessed after
90 days but must be retained for five years for regulatory compliance. Which StorageGRID feature should the architect use to automatically reduce the long-term storage costs for this inactive data?

A) Configure an Information Lifecycle Management (ILM) policy that automatically moves objects older than 90 days to a lower-cost cloud archive tier, such as Amazon S3 Glacier Deep Archive.
B) Enable deduplication and compression on all StorageGRID storage nodes.
C) Implement a FabricPool policy to tier the data to a NetApp ASA system.
D) Use NetApp SnapMirror to replicate the cold data to a different, lower-cost StorageGRID cluster.

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