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Network Appliance NS0-901 Exam Syllabus Topics:

Network Appliance NetApp Certified AI Expert Sample Questions:

Question 1

An organization has a core data center with a large AI training cluster and several remote edge locations for data ingest and local inference. The edge locations frequently need access to the latest models trained in the core data center, but WAN bandwidth is limited and can be unreliable.
Users at the edge are reporting slow model loading times.
An architect reviews the data access logs from an edge site:
Timestamp: 2025-07-11T15:30:00Z
Event: Model_Load_Request
Model_Path: nfs://core-filer.example.com/vol/models/latest_model.pkl
Source_IP: 192.168.100.15 (Edge Server)
Destination_IP: 10.1.1.50 (Core Filer)
Status: SUCCESS
Duration: 3600s (60 minutes)
What is the most likely cause of the slow model loading times at the edge?

A. The NFS version used between the core and edge is outdated.
B. The edge server does not have enough RAM to cache the model effectively.
C. The core ONTAP filer is using slow, capacity-based disks.
D. The model file is being transferred over a slow, high-latency WAN link for every load request.

Question 2

The firm wants to extend the "Advisor Assistant" to include a new batch processing feature. Every night, the system must analyze every client portfolio against a set of 50 different risk models and generate a compliance report. This is a highly parallel, read-intensive workload. The architect must design a data workflow that is efficient and does not impact the production chatbot environment. Which sequence of actions and technologies provides the most effective solution?

A. Use NetApp SnapMirror to replicate the portfolio database volume to the DR site, and run the analysis jobs there.
B. Create a NetApp Snapshot of the portfolio database volume, create a FlexClone from that snapshot, mount the FlexClone to the analysis pods, and run the batch job.
C. Create a full physical copy of the client portfolio database to a separate volume, mount it to the compute nodes, and run the analysis.
D. Run the analysis job directly against the production portfolio database during off-peak hours.

Question 3

A new team of external auditors requires read-only access to the raw financial product documentation stored in the StorageGRID data lake. The data is in a bucket named 'prod-docs'.
The security team must ensure the auditors can list and read objects but cannot write, delete, or modify any data. Which is the most appropriate method to grant this specific access?

A. Create a new group and user within StorageGRID, and attach an S3 group policy that explicitly allows only 's3:GetObject' and 's3:ListBucket' actions on the 'prod-docs' bucket.
B. Provide the auditors with the root access keys for the StorageGRID system.
C. Configure an NFS export policy on the 'prod-docs' bucket and provide the auditors with the mount path.
D. Create a new StorageGRID tenant account for the auditors with full S3 access.

Question 4

To comply with the security mandate, the architect must design a process to prevent client PII from the portfolio database from ever being included in the context sent to the LLM. Which two actions are required to build a robust and automated solution for this? (Choose 2.)

A. Fine-tune the LLM on a sanitized dataset to teach it to ignore PII.
B. Move the entire client portfolio database to an encrypted, air-gapped system.
C. Use BlueXP classification to perform an initial scan of the portfolio database to identify and tag all columns containing PII.
D. Implement a data preparation step in the RAG pipeline that programmatically masks or excludes any data fields tagged as PII before the context is constructed.
E. Rely on a disclaimer in the chatbot UI telling advisors not to enter queries related to specific clients.

Question 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. 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 "PII" category within BlueXP classification to identify specific medical record number formats.
D. A custom Python script that uses regular expressions to search file contents.
E. A manual review process where technicians visually inspect each scan for PII.

Solutions: