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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q57-Q62):
NEW QUESTION # 57
Due to the success of the "Advisor Assistant," the number of concurrent users is expected to double in the next quarter. The existing Kubernetes cluster is running at 80% of its GPU capacity during peak hours. The architect must propose a plan to scale the compute infrastructure to handle the increased load.
Which two strategies represent the most effective and scalable solutions? (Choose 2.)
- A. Manually deploy all new application replicas to a single, new, very large "super-node".
- B. Vertically scale the existing nodes by adding more RAM and CPU cores to each one.
- C. Horizontally scale the cluster by adding new GPU-equipped nodes.
- D. Replace all existing GPUs with the next-generation model to increase the performance of each node.
- E. Configure the Kubernetes Cluster Autoscaler to automatically add new nodes to the cluster from a predefined node pool when GPU demand exceeds current capacity.
Answer: C,E
NEW QUESTION # 58
A data scientist is working on a new model and needs a flexible environment for interactive data exploration, code development, and quick visualizations. A DevOps engineer is responsible for deploying the finalized model into a production pipeline that must run automatically every night without manual intervention.
Which tools are best suited for each of these roles?
- A. Both the data scientist and the DevOps engineer should use Jupyter Notebooks.
- B. The data scientist should use a production pipeline, and the DevOps engineer should use a Jupyter Notebook.
- C. Both the data scientist and the DevOps engineer should use automated production pipelines.
- D. The data scientist should use a Jupyter Notebook, and the DevOps engineer should use an automated production pipeline (e.g., Kubeflow Pipelines, Airflow).
Answer: D
NEW QUESTION # 59
A data scientist on the team wants to run an experiment on a new vector indexing strategy. To do this, they need a temporary, writable copy of the main vector database. They use the NetApp DataOps Toolkit for Python to automate this process.
The following script is executed:
from netapp_dataops.k8s import clone_pvc
clone_pvc(
source_pvc_name="prod-vector-db-pvc",
new_pvc_name="exp-indexing-clone",
namespace="ds-prod"
)
Assuming the source PVC exists and the user has correct permissions, what is the primary benefit of using this method?
- A. It creates a read-only Snapshot, ensuring the integrity of the experimental data.
- B. It uses NetApp FlexClone technology to create a near-instantaneous, space-efficient writable copy of the volume, accelerating the experimental workflow.
- C. It creates a full physical copy of the data, providing the best performance isolation.
- D. It automatically migrates the data from the AFF A-Series to the StorageGRID system for the experiment.
Answer: B
NEW QUESTION # 60
The data anonymization job, running in a Kubernetes pod, fails. The pod logs show a "Permission Denied" error when trying to access the source volume on the on-premises ASA. An administrator checks the export policy rule for the volume.
The active rule is as follows:
Rule_Index: 1
Client_Match: 10.50.0.0/16
Protocols: nfs4
Read_Only_Access: sys
Read_Write_Access: -
Superuser_Access: none
The Kubernetes pod that failed has an IP address of '10.60.5.10'.
What is the cause of the "Permission Denied" error?
- A. The pod's IP address ('10.60.5.10') is not within the allowed client match range ('10.50.0.0/16').
- B. The 'Superuser_Access' setting is too restrictive.
- C. The export policy only allows access via the NFSv4 protocol.
- D. The export policy does not grant read-write access, which is required by the anonymization job.
Answer: A
NEW QUESTION # 61
An AI architect is reviewing the design for a new data lake. The primary requirement is to store petabytes of unstructured data (images, video, sensor logs) in a highly durable, scalable, and cost- effective manner. The data will be accessed via S3 API by various data processing and analytics applications.
The initial design proposes using a traditional Network Attached Storage (NAS) filer with a large number of disks. The architect reviews the proposal:
Proposed_System: Traditional NAS Filer
Protocol: NFSv4
Scalability_Model: Scale-up
Metadata_Handling: Centralized in filer head
Cost_per_GB: Moderate
Why is this proposed system a poor choice for a petabyte-scale data lake?
- A. NFS is incapable of storing image or video files.
- B. The S3 API cannot be used to access data stored on an NFS file system.
- C. A NAS filer cannot be deployed on-premises.
- D. A traditional scale-up NAS system will face scalability and cost-effectiveness challenges at the petabyte scale compared to an object storage system.
Answer: D
NEW QUESTION # 62
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