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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q16-Q21):

NEW QUESTION # 16
An organization is developing a new AI-powered application. The initial phase involves feeding a curated 50 TB dataset of labeled images into a complex neural network, allowing the model to learn and adjust its internal parameters over millions of iterations. The second phase involves deploying this finalized model to a web service where it will process single, user-uploaded images and return a classification in real-time.
Which statement accurately describes these two phases?

A. Phase 1 is inferencing, and Phase 2 is training.
B. Both Phase 1 and Phase 2 are examples of inferencing.
C. Both Phase 1 and Phase 2 are examples of training.
D. Phase 1 is training, and Phase 2 is inferencing.

Answer: D

NEW QUESTION # 17
A team has deployed a Retrieval-Augmented Generation (RAG) system to answer customer queries. Recently, users have complained that the answers provided by the chatbot are outdated and do not reflect the latest product updates. An architect investigates and finds the following status log from the RAG pipeline's data ingestion monitor.
Timestamp: 2025-07-11T14:00:00Z
System: RAG Pipeline Monitor
Status: WARNING
Message: Vector DB freshness check failed.
Source data appears stale.
Vector_DB_Last_Update: 2025-06-10T08:00:00Z
Knowledge_Base_Last_Modified: 2025-07-11T13:15:00Z
Data_Sync_Service: BlueXP copy and sync
Sync_Job_Status: Succeeded
Based on the log, what is the most likely cause of the outdated answers?

A. The LLM needs to be fine-tuned with the new product information.
B. The knowledge base itself has not been updated with the latest product information.
C. The BlueXP copy and sync service is failing to copy data to the staging area.
D. The process that converts staged documents into vectors and updates the vector database is not running.

Answer: D

NEW QUESTION # 18
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. Provide the auditors with the root access keys for the StorageGRID system.
B. 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.
C. Create a new StorageGRID tenant account for the auditors with full S3 access.
D. Configure an NFS export policy on the 'prod-docs' bucket and provide the auditors with the mount path.

Answer: B

NEW QUESTION # 19
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 XCP to manually script the daily movement of cold files from the AFF system to StorageGRID.
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. Deploy a single, large Cloud Volumes ONTAP instance to hold both the hot and cold data tiers.
E. Deploy NetApp StorageGRID on-premises to serve as a cost-effective capacity tier for the cold data.
F. 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.

Answer: B,C,E

NEW QUESTION # 20
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. Use BlueXP classification to perform an initial scan of the portfolio database to identify and tag all columns containing PII.
C. Move the entire client portfolio database to an encrypted, air-gapped system.
D. Rely on a disclaimer in the chatbot UI telling advisors not to enter queries related to specific clients.
E. 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.

Answer: B,E

NEW QUESTION # 21
......

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Test NS0-901 Dumps Free - NS0-901 Reliable Test Camp

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NS0-901 Reliable Test Camp, NS0-901 Valid Test Format

Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q16-Q21):

Reliable Test NS0-901 Dumps Free to Obtain Network Appliance Certification

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