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NS0-901試験問題集をすぐにダウンロード:成功に支払ってから、我々のシステムは自動的にメールであなたの購入した商品をあなたのメールアドレスにお送りいたします。(12時間以内で届かないなら、我々を連絡してください。Note:ゴミ箱の検査を忘れないでください。)
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Network Appliance NetApp Certified AI Expert 認定 NS0-901 試験問題:
1. 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 SnapMirror relationship is broken because the destination volume at the core data center has run out of capacity.
C) The BlueXP Connector does not have the correct permissions to manage the SnapMirror relationship.
D) The source volume at the edge location has become corrupted.
2. An organization is developing a new AI-powered application. The initial phase involves feeding a curated 50 TB dataset of labeled images into a complex neural network, allowing the model to learn and adjust its internal parameters over millions of iterations. The second phase involves deploying this finalized model to a web service where it will process single, user-uploaded images and return a classification in real-time.
Which statement accurately describes these two phases?
A) Phase 1 is inferencing, and Phase 2 is training.
B) Phase 1 is training, and Phase 2 is inferencing.
C) Both Phase 1 and Phase 2 are examples of inferencing.
D) Both Phase 1 and Phase 2 are examples of training.
3. An MLOps team uses a variety of platforms to manage their AI workloads. They need to understand the primary function of each tool within their ecosystem. Which statement best describes the role of an MLOps/LLMOps platform like Kubeflow or Run:AI?
A) They are integrated development environments (IDEs) used exclusively for writing Python code.
B) They are orchestration and management platforms that automate and streamline the entire AI/ML lifecycle, from data preparation and model training to deployment and monitoring.
C) They are specialized storage systems designed to hold large datasets for training.
D) They are networking protocols designed to accelerate data transfer between GPUs.
4. The firm's CFO is concerned about the rising costs of the on-premises AI infrastructure. A storage utilization report shows that of the 200 TB of data on the high-performance AFF A-Series, 150 TB consists of inactive, older versions of product documents that are rarely accessed but must be kept online for regulatory reasons.
The current storage landscape is:
- Performance Tier: NetApp AFF A-Series (200 TB used)
- Capacity Tier: NetApp StorageGRID (1.5 PB used)
What is the most effective and automated solution to reduce the storage cost of the performance tier without impacting data accessibility?
A) Manually identify and delete the 150 TB of inactive data from the AFF A-Series.
B) Implement NetApp FabricPool to automatically tier the inactive data blocks from the AFF A-Series to the StorageGRID system.
C) Use NetApp SnapMirror to replicate the entire 200 TB volume to the StorageGRID system and then delete the source.
D) Purchase an additional, larger AFF A-Series system to gain better storage efficiency through deduplication.
5. The AI training jobs on the AIPod are performing below expectations. The NVIDIA DGX servers' GPUs show low utilization. A performance analysis reveals that the bottleneck is not the storage system itself, but the network path between the storage and the compute nodes.
The current network configuration is as follows:
Network_Fabric: 100GbE Standard Ethernet
Protocol: NFS over TCP/IP
Data_Path: Storage -> Host CPU -> GPU Memory
Which network architecture enhancement would provide the most significant performance improvement by reducing latency and CPU overhead?
A) Implement RDMA over Converged Ethernet (RoCE) and configure GPUDirect Storage.
B) Upgrade the network switches to a model with a larger packet buffer.
C) Add more 100GbE network ports to the storage controllers.
D) Isolate the storage traffic on a separate VLAN from the management traffic.
質問と回答:
| 質問 # 1 正解: B | 質問 # 2 正解: B | 質問 # 3 正解: B | 質問 # 4 正解: B | 質問 # 5 正解: A |








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