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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q91-Q96):
NEW QUESTION # 91
A data scientist needs to launch a Jupyter notebook as a pod in a Kubernetes cluster. The pod requires a 50 Gi persistent volume for storing datasets and notebooks. The cluster administrator has configured a default Trident StorageClass for general-purpose use. The data scientist has the following PersistentVolumeClaim (PVC) manifest:
apiVersion: v1
kind: PersistentVolumeClaim
metadata:
name: jupyter-pvc
spec:
accessModes:
- ReadWriteOnce
resources:
requests:
storage: 50Gi
When this PVC is applied to the cluster, what will be the result?
- A. The PVC will fail because a 'storageClassName' is not explicitly defined.
- B. Trident will create a 1 Gi volume, as this is the default size for all PVCs.
- C. Trident will automatically provision a 50 Gi volume on its default backend and bind it to the PVC.
- D. The PVC will remain in a "Pending" state until a PersistentVolume is manually created.
Answer: C
NEW QUESTION # 92
A healthcare organization plans to use a large dataset of patient records to train a predictive model. Before training, they must identify and segregate all records containing Personally Identifiable Information (PII) to comply with privacy regulations. The data resides on an on- premises NetApp ONTAP cluster. The organization needs an automated tool to scan the data in- place and tag files containing PII without moving the data.
The project requirements are as follows:
Task: Identify PII in a large dataset.
Data_Location: On-premises ONTAP cluster.
Constraint: Data must not be moved from its source location for scanning.
Output: Tagged files containing PII.
Which NetApp tool is designed for this specific task?
- A. NetApp FlexCache
- B. NetApp XCP
- C. NetApp BlueXP classification
- D. NetApp SnapMirror
Answer: C
NEW QUESTION # 93
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. NetApp SnapLock to make the source data immutable before scanning.
- B. NetApp BlueXP classification, configured to scan the on-premises ASA working environment.
- C. A custom Python script that uses regular expressions to search file contents.
- D. A custom "PII" category within BlueXP classification to identify specific medical record number formats.
- E. A manual review process where technicians visually inspect each scan for PII.
Answer: B,D
NEW QUESTION # 94
A data science team works primarily at a central data center but needs to run a short-term, burst- compute training job in the public cloud to take advantage of specialized GPUs that are not available on- premises. They need to efficiently and securely move a 20 TB dataset from their on- premises ONTAP cluster to a Cloud Volumes ONTAP instance for the duration of the job.
The data flow requirement is as follows:
Source: On-premises ONTAP cluster
Destination: Cloud Volumes ONTAP in AWS
Requirement: Efficient, secure, block-level data transfer.
Which NetApp technology is the most appropriate tool for this task?
- A. NetApp FlexCache
- B. NetApp XCP
- C. NetApp FabricPool
- D. NetApp SnapMirror
Answer: D
NEW QUESTION # 95
An architect is designing an AI solution for a European hospital chain to analyze patient diagnostic scans. The project is subject to strict GDPR regulations, which mandate that patient data cannot leave the sovereign territory. The application also requires near-instantaneous results for physicians reviewing the scans in the hospital.
Which deployment model best satisfies these security and performance requirements?
- A. An on-premises private cloud for training combined with edge deployments in each hospital for inference.
- B. A centralized public cloud deployment in North America for maximum scalability.
- C. A hybrid model using a public cloud for training and on-premises for inference.
- D. A multi-cloud strategy using different providers for training and inference to avoid vendor lock-in.
Answer: A
NEW QUESTION # 96
......
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