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Network Appliance NS0-901 Exam Syllabus Topics:

Network Appliance NetApp Certified AI Expert Sample Questions:

1. An AI infrastructure team is selecting a storage protocol for a new, high-performance computing (HPC) cluster that will be used for a weather modeling AI application. The application requires extremely high-throughput, parallel access from hundreds of compute nodes to a shared dataset.
The workload characteristics are as follows:
Access_Pattern: Massively parallel reads from many clients.
File_Type: Large, shared data files.
Latency_Sensitivity: High (for metadata operations).
Primary_Requirement: Maximum aggregate throughput.
Which storage protocol is best suited for this workload?

A) An object-based storage system using S3.
B) A standard file-based system using NFS.
C) A block-based protocol using iSCSI.
D) A parallel file system like BeeGFS or Lustre.

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

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

4. Which of the following describes the impact of generative AI in content creation?

A) Generative AI predicts customer preferences without creating new content.
B) Generative AI can create new content such as text, images, and videos.
C) Generative AI analyzes data without generating content.
D) Generative AI only processes pre-existing content.

5. An organization's AI platform team needs to provide two distinct tiers of storage for their data scientists on a single Kubernetes cluster:
1. 'gold-tier': Extremely low-latency storage for active model training, using an all-flash NetApp ASA system.
2. 'bronze-tier': Cost-effective, high-capacity storage for data staging and archiving, using a NetApp StorageGRID system.
How should the platform team configure NetApp Trident to meet these requirements? (Select all that apply.)

A) Configure the 'bronze-tier' StorageClass to reference the StorageGRID backend.
B) Create two separate Trident backend configurations, one for the ASA ('backend-asa.yaml') and one for StorageGRID ('backend-sgrid.yaml').
C) Create two distinct StorageClasses, 'gold-tier' and 'bronze-tier'.
D) Create a single StorageClass named 'multi-tier-storage' that references both backends.
E) Create a single Trident backend that points to both the ASA and StorageGRID systems simultaneously.
F) Configure the 'gold-tier' StorageClass to reference the ASA backend.

Solutions: