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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q42-Q47):

NEW QUESTION # 42
An AI architect is planning the resource allocation for a new project. The primary task is to process millions of unlabeled customer reviews to identify naturally occurring groups or themes without any prior guidance.
The project requirements are summarized below:
Task: Discover hidden patterns in text data
Input_Data: 10 million unlabeled text reviews
Output: Clustered groups of related reviews
Supervision: None
Which type of machine learning algorithm is required for this task?

A. Predictive learning
B. Unsupervised learning
C. Supervised learning
D. Reinforcement learning

Answer: B

NEW QUESTION # 43
Which AI technology is used to generate new, never-before-seen content such as images or text?

A. Reinforcement AI
B. Generative AI
C. Supervised AI
D. Predictive AI

Answer: B

NEW QUESTION # 44
An architect is designing the storage and network infrastructure for a new, large-scale AI cluster dedicated to training foundational models. The primary design goal is to achieve the highest possible data throughput and the lowest latency to ensure multi-million dollar GPU resources are never idle. Which two technologies are essential to include in the design to achieve this goal?
(Choose 2.)

A. A tiered storage architecture using NetApp FabricPool.
B. GPUDirect Storage support on the storage system.
C. A 10GbE Ethernet network for all data traffic.
D. NetApp StorageGRID as the primary storage for the training datasets.
E. An InfiniBand or RoCE-capable Ethernet network fabric.

Answer: B,E

NEW QUESTION # 45
The firm decides to implement a disaster recovery (DR) site for the "Advisor Assistant" application in a secondary data center. The Recovery Point Objective (RPO) is 15 minutes, and the Recovery Time Objective (RTO) is 4 hours. The design must protect both the document data lake and the vector database.
The primary site contains:
- Data Lake: NetApp StorageGRID
- Vector DB: NetApp AFF A-Series
Which combination of technologies and processes provides a complete and robust DR solution?
(Select all that apply.)

A. Use NetApp FlexCache at the DR site to cache data from the primary site.
B. Use the NetApp DataOps Toolkit to manually script the failover process.
C. Rely on tape backups to be shipped to the DR site in the event of a disaster.
D. Use NetApp SnapMirror to create an asynchronous replication relationship for the AFF A-Series volume containing the vector database, with a schedule of 10 minutes.
E. Use StorageGRID's built-in replication rules to replicate object data from the primary site's grid to a StorageGRID instance at the DR site.
F. Use BlueXP disaster recovery to orchestrate and automate the failover and failback workflows for the application and its data dependencies.

Answer: D,E,F

NEW QUESTION # 46
An internal audit requires the firm to prove the exact state of the financial product documentation that was used by the chatbot to answer a specific query from last Tuesday. The query log shows the request was processed at '2025-07-11T14:30:00Z'. The data pipeline that updates the vector database runs daily at midnight.
Which NetApp technology allows the team to instantly access an immutable, point-in-time version of the vector database volume as it existed on that specific day?

A. NetApp FabricPool
B. NetApp SnapMirror
C. NetApp FlexClone
D. NetApp Snapshots

Answer: D

NEW QUESTION # 47
......

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