值得信賴的NS0-901考古題分享和資格考試領導者和準確的NS0-901:NetApp Certified AI Expert Exam
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最新的 NetApp Certified AI Expert NS0-901 免費考試真題 (Q52-Q57):
問題 #52
Which of the following applications use AI in the healthcare industry? (Choose two)
- A. Managing hospital supply chains
- B. Automating financial reporting
- C. Predicting patient outcomes
- D. Diagnosing diseases
答案:C,D
問題 #53
An architect is designing a comprehensive AI platform for a large enterprise. The platform must support the entire data lifecycle, from ingest at the edge to a central data lake, and finally to a high- performance training cluster.
The requirements are:
- Edge Ingest: Data must be collected at remote sites and efficiently replicated to the core.
- Data Lake: A central, petabyte-scale repository for unstructured data, accessible via the S3 protocol.
- Training Cluster: A high-performance compute cluster that requires low-latency, parallel file access to training datasets.
- Data Traceability: All datasets used for training must be immutably versioned.
Which combination of NetApp technologies and protocols should the architect choose to build this solution? (Select all that apply.)
- A. Use NetApp Snapshots on the training dataset volumes to create immutable, point-in-time versions for traceability.
- B. Use a NetApp E-Series system with a parallel file system (like BeeGFS) to provide high- performance, parallel file access for the training cluster.
- C. Use iSCSI as the primary protocol for the data lake to ensure maximum compatibility.
- D. Use NetApp ONTAP systems at the edge and NetApp SnapMirror to replicate data to the core data center.
- E. Use NetApp FlexCache to tier cold data from the data lake to the public cloud.
- F. Use NetApp StorageGRID to create the petabyte-scale, S3-accessible data lake at the core.
答案:A,B,D,F
問題 #54
The firm decides to implement a disaster recovery (DR) site for the "Advisor Assistant" application in a secondary data center. The Recovery Point Objective (RPO) is 15 minutes, and the Recovery Time Objective (RTO) is 4 hours. The design must protect both the document data lake and the vector database.
The primary site contains:
- Data Lake: NetApp StorageGRID
- Vector DB: NetApp AFF A-Series
Which combination of technologies and processes provides a complete and robust DR solution?
(Select all that apply.)
- A. Use NetApp SnapMirror to create an asynchronous replication relationship for the AFF A-Series volume containing the vector database, with a schedule of 10 minutes.
- B. Use the NetApp DataOps Toolkit to manually script the failover process.
- C. Use NetApp FlexCache at the DR site to cache data from the primary site.
- D. Use BlueXP disaster recovery to orchestrate and automate the failover and failback workflows for the application and its data dependencies.
- E. Use StorageGRID's built-in replication rules to replicate object data from the primary site's grid to a StorageGRID instance at the DR site.
- F. Rely on tape backups to be shipped to the DR site in the event of a disaster.
答案:A,D,E
問題 #55
Due to the success of the "Advisor Assistant," the number of concurrent users is expected to double in the next quarter. The existing Kubernetes cluster is running at 80% of its GPU capacity during peak hours. The architect must propose a plan to scale the compute infrastructure to handle the increased load.
Which two strategies represent the most effective and scalable solutions? (Choose 2.)
- A. Horizontally scale the cluster by adding new GPU-equipped nodes.
- B. Replace all existing GPUs with the next-generation model to increase the performance of each node.
- C. Vertically scale the existing nodes by adding more RAM and CPU cores to each one.
- D. Manually deploy all new application replicas to a single, new, very large "super-node".
- E. Configure the Kubernetes Cluster Autoscaler to automatically add new nodes to the cluster from a predefined node pool when GPU demand exceeds current capacity.
答案:A,E
問題 #56
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 orchestration and management platforms that automate and streamline the entire AI/ML lifecycle, from data preparation and model training to deployment and monitoring.
- B. They are networking protocols designed to accelerate data transfer between GPUs.
- C. They are integrated development environments (IDEs) used exclusively for writing Python code.
- D. They are specialized storage systems designed to hold large datasets for training.
答案:A
問題 #57
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