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Domain 2Objective 4

Determine How NetApp Tools Can Enable Data Aggregating, Cleansing, and Modeling CERTIFIED-AI-EXPERT Practice Questions (Page 2)

Part of the AI Lifecycle domain, which accounts for 27% of the CERTIFIED-AI-EXPERT exam. NetApp does not publish an official question count, but from its 90-minute exam (~35–60 total, ~9–16 in this domain), expect 1–2 from this objective — we provide 20 practice questions to prepare you well beyond it. (estimate)

20questions here
4free pages
4concepts
27%of the exam

Questions 6–10

  1. 6foundation · easy

    Which NetApp feature allows you to create multiple writable copies of a training dataset without consuming additional storage space, enabling parallel model training experiments?

    Select an answer first
  2. 7foundation · easy

    Which NetApp capability is most relevant to the data preparation phase of the AI lifecycle?

    Select an answer first
  3. 8application · medium

    A healthcare research team is training a deep learning model on large medical imaging datasets. They need high-throughput access to the training data to reduce model training time. Which NetApp feature should they use to provide low-latency, high-bandwidth access to the data for multiple GPU servers?

    Select an answer first
  4. 9application · medium

    A data science team has collected raw sensor data from thousands of IoT devices into a NetApp ONTAP storage system. Before training a model, they need to remove duplicate readings and ensure data integrity. Which NetApp feature should they use to reduce duplicate data and free up storage space?

    Select an answer first
  5. 10expert · hard

    A data science team is preparing a large dataset for training a model. The dataset has many duplicate records and some corrupted files. They need to clean the data and ensure integrity before training. They also need to maintain a version history of the data for reproducibility. Which combination of NetApp features should they use?

    Select an answer first
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