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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q16-Q21):
NEW QUESTION # 16
An architect is designing a data pipeline for a predictive AI model that will forecast retail sales.
The pipeline must be robust, version-controlled, and efficient.
The proposed data flow is as follows:
1. Ingest: Raw sales data is copied daily from multiple point-of-sale (POS) systems to a central staging area on an on-premises ONTAP cluster.
2. Prepare: The raw data is messy. A data engineering team needs a clean, isolated, and writable copy of the latest daily data to perform cleansing and feature engineering tasks without impacting the original raw data.
3. Train: Once prepared, the cleansed dataset is used to retrain the predictive model on a GPU cluster.
This step must be repeatable with the exact same dataset for compliance.
4. Deploy: The newly trained model is pushed to production inference servers.
Which combination of NetApp technologies best supports this entire predictive AI lifecycle?
(Select all
that apply.)
- A. Use NetApp FlexClone to create an instantaneous, space-efficient, writable copy of the daily raw data for the data preparation stage.
- B. Use a RAG architecture for the sales forecasting model.
- C. Use NetApp Snapshots on the prepared dataset volume just before training to create an immutable, point-in-time version for compliance and reproducibility.
- D. Use NetApp XCP to efficiently aggregate the raw sales data from POS systems into the central staging area.
- E. Use NetApp StorageGRID as the primary storage for the high-performance training stage.
- F. Use BlueXP backup and recovery to perform the initial data ingest from the POS systems.
Answer: A,C,D
NEW QUESTION # 17
Which of the following platforms can be used to manage containerized AI workloads on Kubernetes? (Choose two)
- A. TensorFlow Extended
- B. RunAI
- C. Google VertexAI
- D. KubeFlow
Answer: B,D
NEW QUESTION # 18
What is the primary architectural benefit of using technologies like RDMA (Remote Direct Memory Access) and GPUDirect Storage in a high-performance AI training cluster?
- A. They reduce the power consumption of the storage array by offloading checksum calculations.
- B. They allow GPUs to communicate directly with each other and with NVMe storage, bypassing the host CPU and system memory, which significantly reduces I/O latency and CPU overhead.
- C. They enable the use of lower-cost Ethernet switches in place of InfiniBand fabrics without any performance degradation.
- D. They automatically encrypt data in-flight between the GPU servers and the storage system.
Answer: B
NEW QUESTION # 19
Which of the following describes the impact of generative AI in content creation?
- A. Generative AI predicts customer preferences without creating new content.
- B. Generative AI can create new content such as text, images, and videos.
- C. Generative AI analyzes data without generating content.
- D. Generative AI only processes pre-existing content.
Answer: B
NEW QUESTION # 20
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. Run the analysis job directly against the production portfolio database during off-peak hours.
- C. 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.
- D. Create a full physical copy of the client portfolio database to a separate volume, mount it to the compute nodes, and run the analysis.
Answer: C
NEW QUESTION # 21
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