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Network Appliance NetApp Certified AI Expert Sample Questions:

1. The firm's data science team needs to run a high-priority, interactive model analysis job that requires immediate access to two GPUs. However, all GPUs in the cluster are currently allocated to long-running, lower-priority batch training jobs.
The MLOps platform, Run:AI, shows the following queue status:
JOB_ID | PROJECT | STATUS | PRIORITY | GPU_ALLOCATED
||--|-|
batch_job_1 | team_a | Running | Low | 2
batch_job_2 | team_a | Running | Low | 2
batch_job_3 | team_b | Running | Low | 4
interactive_1| team_c | Pending | High | 2 (requested)
How does the Run:AI platform address this resource contention to allow the high-priority job to run?

A) It sends an email notification to the administrator to manually reallocate the GPUs.
B) It keeps the high-priority job in a pending state until the low-priority jobs complete naturally.
C) It automatically pauses one of the low-priority jobs, saves its state, and allocates its GPUs to the high- priority job, placing the paused job back in the queue.
D) It automatically terminates all low-priority jobs to free up the entire cluster.


2. An architect is designing a cost-optimized storage solution for a large AI environment that has two distinct data temperature profiles:
1. Hot Data (200 TB): Actively used training sets and models requiring all-flash performance.
2. Cold Data (2 PB): Inactive, archived datasets and old model versions that must remain online but are infrequently accessed.
The solution must automatically manage data placement based on activity, without requiring manual intervention or changes to file paths. The environment consists of an on-premises data center and a public cloud account.
Which combination of NetApp technologies provides the most complete and cost-effective solution? (Select all that apply.)

A) Use NetApp SnapMirror to create a full copy of the 2 PB of cold data on the AFF A-Series for faster access if needed.
B) Use NetApp FabricPool to automatically and transparently tier cold data blocks from the AFF A- Series to the StorageGRID system.
C) Deploy a NetApp AFF A-Series system on-premises to serve as the high-performance tier for the hot data.
D) Use NetApp XCP to manually script the daily movement of cold files from the AFF system to StorageGRID.
E) Deploy NetApp StorageGRID on-premises to serve as a cost-effective capacity tier for the cold data.
F) Deploy a single, large Cloud Volumes ONTAP instance to hold both the hot and cold data tiers.


3. The architect is designing the complete, automated data pipeline from the on-premises data center to the Azure cloud for this medical imaging project. The design must prioritize security, efficiency, and reproducibility.
Which sequence of actions provides the most robust and automated solution?

A) Use SnapMirror to replicate the raw, sensitive data to Azure first, then run BlueXP classification in the cloud to find PII.
B) Use BlueXP classification to scan the on-prem data; use a DataOps Toolkit script to trigger a FlexClone of the source volume for anonymization; use SnapMirror to replicate the anonymized clone to Cloud Volumes ONTAP; then begin training in Azure.
C) Manually copy raw data to Azure, run a cloud-based script to anonymize it, then start training.
D) Use FabricPool to automatically tier all raw data to Azure Blob storage, then mount the blob container to the training VMs.


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


5. To meet HIPAA compliance, the first step in the data pipeline is to identify all medical scans that contain embedded PII. The solution must be automated and capable of scanning data in-place on the on-premises ASA system.
Which two technologies should be used to accomplish this identification and tagging task?
(Choose 2.)

A) A manual review process where technicians visually inspect each scan for PII.
B) A custom "PII" category within BlueXP classification to identify specific medical record number formats.
C) NetApp SnapLock to make the source data immutable before scanning.
D) NetApp BlueXP classification, configured to scan the on-premises ASA working environment.
E) A custom Python script that uses regular expressions to search file contents.


Solutions:

Question # 1
Answer: C
Question # 2
Answer: B,C,E
Question # 3
Answer: B
Question # 4
Answer: A,C
Question # 5
Answer: B,D

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