A multinational company has a mix of Linux and Windows servers that need to access the same training dataset. The dataset is stored on a central storage system. The Linux servers use NFS, and the Windows servers use SMB. Which approach allows both sets of servers to access the same dataset without duplicating it?

Copy the dataset to each server's local disk

Use only SMB and install SMB client on Linux servers

Configure the storage system to export the dataset via both NFS and SMB

Use only NFS and install NFS client on Windows servers

Which data access method is most commonly associated with storing unstructured data like images, videos, and sensor logs, and is accessed via HTTP-based APIs?

Object storage access (e.g., S3)

Block storage access (e.g., iSCSI)

A healthcare company receives patient records in JSON format from multiple sources. The AI model training pipeline expects CSV files with normalized numeric values. The company wants to automate the conversion and normalization during the data movement process. Which step should they include in the pipeline?

A transformation step that converts JSON to CSV and applies normalization

A compression step to reduce file size before transfer

A deduplication step to remove duplicate records

A validation step that checks for missing fields

NetAppCertified AI Expert

Domain 5Objective 3

Describe How to Access and Move Data for AI Workloads CERTIFIED-AI-EXPERT Practice Questions (Page 2)

Part of the AI Common Challenges domain, which accounts for 22% of the CERTIFIED-AI-EXPERT exam. NetApp does not publish an official question count, but from its 90-minute exam (~35–60 total, ~8–13 in this domain), expect 1–2 from this objective — we provide 33 practice questions to prepare you well beyond it. (estimate)

33questions here

7free pages

7concepts

22%of the exam

Questions 6–10

6foundation · easy
A data pipeline receives raw sensor data in CSV format and needs to store it in Parquet for efficient AI training. Which transformation is being applied?
Select an answer first
7foundation · easy
Which protocol is specifically designed for object storage access and is commonly used to interact with cloud storage services like AWS S3?
Select an answer first
8application · medium
A multinational company has a mix of Linux and Windows servers that need to access the same training dataset. The dataset is stored on a central storage system. The Linux servers use NFS, and the Windows servers use SMB. Which approach allows both sets of servers to access the same dataset without duplicating it?
Select an answer first
9foundation · easy
Which data access method is most commonly associated with storing unstructured data like images, videos, and sensor logs, and is accessed via HTTP-based APIs?
Select an answer first
10application · medium
A healthcare company receives patient records in JSON format from multiple sources. The AI model training pipeline expects CSV files with normalized numeric values. The company wants to automate the conversion and normalization during the data movement process. Which step should they include in the pipeline?
Select an answer first

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Describe How to Access and Move Data for AI Workloads CERTIFIED-AI-EXPERT Practice Questions (Page 2)

Questions 6–10

A data pipeline receives raw sensor data in CSV format and needs to store it in Parquet for efficient AI training. Which transformation is being applied?

Which protocol is specifically designed for object storage access and is commonly used to interact with cloud storage services like AWS S3?

Which data access method is most commonly associated with storing unstructured data like images, videos, and sensor logs, and is accessed via HTTP-based APIs?

Keep studying — AI Common Challenges