How to Prepare For Network Appliance NS0-901 Certification Exam?
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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q89-Q94):
NEW QUESTION # 89
What is the primary architectural advantage of using a NetApp AIPod with NVIDIA DGX servers for the AI training cluster, as described in the scenario?
- A. It exclusively uses object storage, which simplifies access for data scientists using S3-native tools.
- B. It is designed for small-scale, departmental AI projects and cannot be scaled.
- C. It is a reference architecture that is pre-validated by NetApp and NVIDIA to eliminate design complexity and ensure predictable performance for AI workloads.
- D. It prioritizes CPU performance over GPU performance for traditional machine learning algorithms.
Answer: C
NEW QUESTION # 90
A media company is building a new generative AI service. The project has two main components:
1. Data Lake & Fine-Tuning: A 300 TB repository of unstructured data (videos, images, text) stored as objects will be used to fine-tune a foundational model. This process requires a scalable, cost-effective storage solution that can integrate with cloud-native data processing tools like Apache Spark.
2. Inference & RAG: The fine-tuned model will be used in a customer-facing application that leverages Retrieval-Augmented Generation (RAG). To ensure low-latency responses, the RAG component requires extremely fast lookups from a 10 TB vector database.
The company needs a solution that optimizes both cost and performance for this entire lifecycle.
Which combination of NetApp technologies provides the most appropriate solution for this scenario?
- A. Use a single, large NetApp ASA system for both the object data lake and the vector database.
- B. Use NetApp StorageGRID for the data lake and a NetApp ASA system for the vector database.
- C. Use NetApp E-Series for the data lake and a NetApp ASA system for the vector database.
- D. Use NetApp Cloud Volumes ONTAP for the data lake and NetApp StorageGRID for the vector database.
Answer: B
NEW QUESTION # 91
An organization is planning to deploy a large AI infrastructure but wants to avoid a large, upfront capital expenditure. They prefer an operational expenditure (OpEx) model where they pay for storage and compute resources as they are consumed. They also need the flexibility to scale resources up or down based on project demands.
Which NetApp consumption model is specifically designed to meet these financial and operational requirements?
- A. NetApp Keystone, which provides a subscription-based, pay-as-you-go service for on-premises and cloud storage.
- B. A perpetual licensing model for all ONTAP software features.
- C. A standard capital purchase of AFF and ASA systems.
- D. NetApp Cloud Volumes ONTAP PAYGO licensing only.
Answer: A
NEW QUESTION # 92
A research lab uses a fleet of autonomous drones to collect high-resolution aerial imagery for agricultural analysis. The drones land at a remote edge location and offload their data. The AI models for image analysis are trained at a central data center. The team is using NetApp SnapMirror to replicate the data from the edge to the core. However, the data scientists are complaining that the datasets arriving at the data center are often incomplete or corrupted.
An administrator reviews the SnapMirror configuration and status via the BlueXP API:
{
"source": { "workingEnvironmentId": "OnPrem-Edge-Filer-1", "volumeName": "drone_data_raw" },
"destination": { "workingEnvironmentId": "Core-Datacenter-A800", "volumeName":
"drone_data_replicated" },
"mirrorState": "broken-off",
"relationshipStatus": "idle",
"unhealthyReason": "Transfer failed. Destination volume is out of space.", "lastTransferInfo": {
"transferError": "No space left on device"
}
}
What is the direct cause of the incomplete datasets at the data center?
- A. The network connection between the edge and the core is unreliable.
- B. The source volume at the edge location has become corrupted.
- C. The SnapMirror relationship is broken because the destination volume at the core data center has run out of capacity.
- D. The BlueXP Connector does not have the correct permissions to manage the SnapMirror relationship.
Answer: C
NEW QUESTION # 93
A financial services company has deployed a real-time fraud detection model at the edge. The model is designed for low-latency inference. However, monitoring reports indicate that the infrastructure costs are excessively high, and GPU utilization is consistently low. The architect reviews the deployment configuration.
Instance_Type: NVIDIA DGX A100 (8 GPUs)
Storage_Tier: High-Performance All-Flash (NetApp ASA)
Network: 100GbE RoCE
GPU_Utilization_Avg: 5%
Monthly_Cost: $15,000
Workload_Profile: Low-volume, sporadic, real-time predictions
What is the most likely cause of the high costs and low utilization?
- A. The compute and storage infrastructure is sized for a large-scale training workload, not a lightweight inference workload.
- B. The storage tier is too slow, causing the GPUs to wait for data.
- C. The model was trained using supervised learning, which is inefficient for fraud detection.
- D. The network latency is too high for an edge deployment.
Answer: A
NEW QUESTION # 94
......
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