NS0-901無料問題集「Network Appliance NetApp Certified AI Expert」

質問 1

Which of the following platforms can be used to manage containerized AI workloads on Kubernetes? (Choose two)

（A）KubeFlow

（B）TensorFlow Extended

（C）RunAI

（D）Google VertexAI

正解：A、C 解答を投票する

質問 2

In the data pipeline, which NetApp technology is used to create an efficient, block-level, incremental replication of the anonymized datasets from the on-premises ASA to the Cloud Volumes ONTAP instance in Azure?

（A）NetApp FabricPool

（B）NetApp SnapMirror

（C）NetApp BlueXP copy and sync

（D）NetApp XCP

正解：B 解答を投票する

質問 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.

正解：B 解答を投票する

質問 4

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 BlueXP Connector does not have the correct permissions to manage the SnapMirror relationship.

（B）The network connection between the edge and the core is unreliable.

（C）The SnapMirror relationship is broken because the destination volume at the core data center has run out of capacity.

（D）The source volume at the edge location has become corrupted.

正解：C 解答を投票する

質問 5

A new team of external auditors requires read-only access to the raw financial product documentation stored in the StorageGRID data lake. The data is in a bucket named 'prod-docs'.
The security team must ensure the auditors can list and read objects but cannot write, delete, or modify any data. Which is the most appropriate method to grant this specific access?

（A）Create a new StorageGRID tenant account for the auditors with full S3 access.

（B）Configure an NFS export policy on the 'prod-docs' bucket and provide the auditors with the mount path.

（C）Provide the auditors with the root access keys for the StorageGRID system.

（D）Create a new group and user within StorageGRID, and attach an S3 group policy that explicitly allows only 's3:GetObject' and 's3:ListBucket' actions on the 'prod-docs' bucket.

正解：D 解答を投票する

質問 6

What is the primary difference between C-Series and A-Series storage for AI workloads?

（A）A-Series is for smaller-scale AI workloads, while C-Series supports large-scale, high-performance AI applications.

（B）C-Series supports both file and object-based storage, while A-Series is optimized for object storage.

（C）A-Series provides GPU-based acceleration, while C-Series only supports CPU-based workloads.

（D）C-Series is designed for high-performance workloads, while A-Series focuses on cost-efficiency for general storage.

正解：D 解答を投票する

質問 7

An AI architect is planning the resource allocation for a new project. The primary task is to process millions of unlabeled customer reviews to identify naturally occurring groups or themes without any prior guidance.
The project requirements are summarized below:
Task: Discover hidden patterns in text data
Input_Data: 10 million unlabeled text reviews
Output: Clustered groups of related reviews
Supervision: None
Which type of machine learning algorithm is required for this task?

（A）Predictive learning

（B）Reinforcement learning

（C）Supervised learning

（D）Unsupervised learning

正解：D 解答を投票する

質問 8

An AI architect needs to design a complete, end-to-end data pipeline for a new generative AI application at a financial services firm. The application will allow internal analysts to query a massive, 500 TB archive of historical market data and reports to generate summaries. The firm has the following environment and requirements:
Data_Sources: A mix of on-premises ONTAP filers and StorageGRID S3 buckets.
Requirement_1: All queries must be answered using only the private data archive.
Requirement_2: All generated summaries must provide citations to the source reports.
Requirement_3: All data containing client PII must be identified and excluded from the LLM context.
Requirement_4: The solution must be cost-effective for the large, mostly-read data archive.
Which set of actions and technologies constitutes the most robust and compliant solution?
(Select all that apply.)

（A）Use SnapMirror to replicate the StorageGRID data lake to a high-performance NetApp ASA system for faster query performance.

（B）Implement a Retrieval-Augmented Generation (RAG) architecture to meet the requirements for private data usage and source citation.

（C）Use NetApp XCP to perform a one-time migration of all data from the ONTAP filers to the StorageGRID data lake.

（D）Deploy BlueXP classification to scan the entire StorageGRID data lake to identify and tag all files containing PII.

（E）Fine-tune a foundation model on the entire 500 TB dataset to ensure it understands the financial context.

（F）During the RAG retrieval step, filter out any documents tagged as containing PII by BlueXP classification before sending them to the LLM.

正解：B、C、D、F 解答を投票する

質問 9

A junior administrator is attempting to delete an old, unused Snapshot copy from a production volume to reclaim space but receives an error. The administrator is certain they are using the correct command and have the appropriate 'vsadmin' role.
The command and error are shown below:
cluster-1::> volume snapshot delete -vserver svm_prod -volume app_data -snapshot nightly.2025- 06-15_0015 Error: command failed: This operation is not permitted. Deletion of Snapshot copy "nightly.2025-
06-15_0015" on volume "app_data" in Vserver "svm_prod" requires approval.
Use the "security multi-admin-verify approval show" command to view pending approvals.
What is the most likely reason the administrator cannot delete the Snapshot?

（A）Multi-Admin Verification (MAV) is enabled, and the destructive operation requires approval from another designated administrator.

（B）The volume is protected by SnapLock, and the Snapshot has not reached its expiry date.

（C）The Snapshot is locked by a SnapMirror relationship.

（D）The 'vsadmin' role does not have permission to delete Snapshots.

正解：A 解答を投票する

NS0-901 無料問題集「Network Appliance NetApp Certified AI Expert」

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