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Network Appliance NS0-901 Exam Passing Score, New NS0-901 Dumps Free

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q87-Q92):

NEW QUESTION # 87
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 remain in a "Pending" state until a PersistentVolume is manually created.
B. The PVC will fail because a 'storageClassName' is not explicitly defined.
C. Trident will create a 1 Gi volume, as this is the default size for all PVCs.
D. Trident will automatically provision a 50 Gi volume on its default backend and bind it to the PVC.

Answer: D

NEW QUESTION # 88
An AI operations team is troubleshooting why their RAG-based chatbot is providing outdated information. They have confirmed that the vector database embedding process is functioning correctly, but suspect an issue with the initial data synchronization that moves the knowledge base from an on- premises ONTAP file share to a cloud staging bucket.
They inspect the relevant BlueXP copy and sync job and find the following details:
Service: BlueXP copy and sync
Relationship_Name: KB_Sync_to_Vector_Staging
Source: nfs://ontap-cluster-1/vol_kb/docs
Destination: s3://vector-staging-bucket-89a3/latest/
Last_Sync_Status: FAILED
Last_Sync_Time: 2025-07-11T02:00:15Z
Error_Message: "Authentication error:
Unable to access source.
Check export policy on 'vol_kb'."
Based on this information, what is the most direct solution to fix the data pipeline?

A. Fine-tune the LLM with the latest data instead of using the RAG system.
B. Modify the NFS export policy on the 'vol_kb' volume on the on-premises ONTAP cluster to grant access to the BlueXP Connector.
C. Re-run the vector database embedding job.
D. Check the IAM permissions for the role associated with the S3 bucket.

Answer: B

NEW QUESTION # 89
A training job on one of the NVIDIA DGX servers is running slowly. A performance engineer runs the 'dstat' command on the server and captures the following output during the job execution.
-total-cpu-usage- -dsk/total- -net/total- paging-- system-- usr sys idl wai hiq siq| read writ| recv send| in out | int csw 15 5 70 10 0 0| 1.2G 15.0M| 1.2G 12.0M| 0 0 | 15k 35k
14 6 69 11 0 0| 1.2G 14.3M| 1.2G 11.8M| 0 0 | 14k 33k
16 5 68 11 0 0| 1.2G 16.1M| 1.2G 13.1M| 0 0 | 16k 36k
The server is connected to the NetApp ASA via a 100GbE (12.5 GB/s) network.
What is the most likely performance bottleneck based on this data?

A. The application is experiencing excessive memory paging.
B. The server's CPU is overloaded.
C. The storage system (ASA) is unable to provide sufficient read throughput.
D. The server's network interface is saturated.

Answer: D

NEW QUESTION # 90
An architect is designing a comprehensive AI platform for a large enterprise. The platform must support the entire data lifecycle, from ingest at the edge to a central data lake, and finally to a high- performance training cluster.
The requirements are:
- Edge Ingest: Data must be collected at remote sites and efficiently replicated to the core.
- Data Lake: A central, petabyte-scale repository for unstructured data, accessible via the S3 protocol.
- Training Cluster: A high-performance compute cluster that requires low-latency, parallel file access to training datasets.
- Data Traceability: All datasets used for training must be immutably versioned.
Which combination of NetApp technologies and protocols should the architect choose to build this solution? (Select all that apply.)

A. Use iSCSI as the primary protocol for the data lake to ensure maximum compatibility.
B. Use NetApp FlexCache to tier cold data from the data lake to the public cloud.
C. Use NetApp Snapshots on the training dataset volumes to create immutable, point-in-time versions for traceability.
D. Use NetApp StorageGRID to create the petabyte-scale, S3-accessible data lake at the core.
E. Use NetApp ONTAP systems at the edge and NetApp SnapMirror to replicate data to the core data center.
F. Use a NetApp E-Series system with a parallel file system (like BeeGFS) to provide high- performance, parallel file access for the training cluster.

Answer: C,D,E,F

NEW QUESTION # 91
Which of the following are typical requirements for inferencing in AI models? (Choose two)

A. Pre-trained models
B. Extensive training data
C. Cloud-based inference only
D. Loading the model into memory

Answer: A,D

NEW QUESTION # 92
......

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