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Network Appliance NS0-901 Exam : NetApp Certified AI Expert Exam

NS0-901 actual test
  • Exam Code: NS0-901
  • Exam Name: NetApp Certified AI Expert Exam
  • Updated: Jul 29, 2026
  • Q & A: 106 Questions and Answers
  • PDF Demo
  • PC Test Engine
  • Online Test Engine
  • Total Price: $59.99  

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Network Appliance NS0-901 Exam Syllabus Topics:

SectionObjectives
Topic 1: AI Infrastructure and NetApp Solutions- Converged workloads
  • 1. AI, HPC, and analytics convergence
    • 2. Shared infrastructure design considerations
      - AI-ready data infrastructure
      • 1. High-performance storage for AI workloads
        • 2. Data pipeline optimization for AI/ML workloads
          Topic 2: AI Lifecycle and Deployment- End-to-end AI lifecycle
          • 1. Data ingestion and preparation
            • 2. Model deployment and monitoring
              • 3. Model training and validation
                - Operational challenges
                • 1. Data governance and management
                  • 2. Scalability and performance optimization
                    Topic 3: AI and Machine Learning Fundamentals- AI, ML, DL concepts
                    • 1. Differences between AI, machine learning, and deep learning
                      • 2. Training, inference, and prediction workflows
                        - Algorithm types
                        • 1. Reinforcement learning
                          • 2. Supervised learning
                            • 3. Unsupervised learning
                              Topic 4: Industry Use Cases- AI applications across industries
                              • 1. Digital twins
                                • 2. Autonomous systems and agents
                                  • 3. Healthcare AI

                                    Network Appliance NetApp Certified AI Expert Sample Questions:

                                    1. An AI infrastructure team is selecting a storage protocol for a new, high-performance computing (HPC) cluster that will be used for a weather modeling AI application. The application requires extremely high-throughput, parallel access from hundreds of compute nodes to a shared dataset.
                                    The workload characteristics are as follows:
                                    Access_Pattern: Massively parallel reads from many clients.
                                    File_Type: Large, shared data files.
                                    Latency_Sensitivity: High (for metadata operations).
                                    Primary_Requirement: Maximum aggregate throughput.
                                    Which storage protocol is best suited for this workload?

                                    A) A standard file-based system using NFS.
                                    B) A block-based protocol using iSCSI.
                                    C) An object-based storage system using S3.
                                    D) A parallel file system like BeeGFS or Lustre.


                                    2. 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) A perpetual licensing model for all ONTAP software features.
                                    B) A standard capital purchase of AFF and ASA systems.
                                    C) NetApp Keystone, which provides a subscription-based, pay-as-you-go service for on-premises and cloud storage.
                                    D) NetApp Cloud Volumes ONTAP PAYGO licensing only.


                                    3. The "Advisor Assistant" application, running as a pod in Kubernetes, suddenly cannot access its data on the AFF A-Series. The application logs show "connection timed out" errors. The network team provides a firewall log snippet for the traffic between the application pod and the storage system's NFS data LIF.
                                    TIME | SRC_IP | DST_IP | PROTO | DST_PORT | ACTION
                                    -|--||-|-|-
                                    2025-07-11T16:01:10Z | 10.20.5.101 (Pod) | 10.20.10.55 (LIF) | TCP | 111 | BLOCKED 2025-07-
                                    11T16:01:12Z | 10.20.5.101 (Pod) | 10.20.10.55 (LIF) | TCP | 2049 | BLOCKED What is the most likely cause of the connectivity failure?

                                    A) A network firewall between the pod's subnet and the storage subnet is blocking the required NFS ports.
                                    B) The ONTAP system's data LIF is offline.
                                    C) The AFF A-Series does not support the NFS protocol.
                                    D) The application pod has incorrect mount options configured.


                                    4. An AI platform team is investigating poor I/O performance for a specific workload that involves processing hundreds of thousands of small metadata files. The application is running on a Kubernetes cluster with storage provided by a NetApp ONTAP system over NFS. Performance metrics show acceptable network throughput but very high latency for metadata operations (e.g., open, stat, close).
                                    The current storage configuration is as follows:
                                    Storage_System: NetApp AFF A-Series
                                    Protocol: NFSv4.1
                                    Workload_Profile: Metadata-intensive, many small file lookups
                                    Observed_Issue: High latency on metadata operations, slow job completion Which storage architecture would be better suited to handle this specific metadata-intensive workload?

                                    A) A NetApp E-Series system running a parallel file system like BeeGFS.
                                    B) A NetApp Cloud Volumes ONTAP instance in a different region.
                                    C) A NetApp StorageGRID object storage system.
                                    D) A NetApp SnapLock-enabled volume for data protection.


                                    5. Which of the following applications use AI in the healthcare industry? (Choose two)

                                    A) Predicting patient outcomes
                                    B) Managing hospital supply chains
                                    C) Diagnosing diseases
                                    D) Automating financial reporting


                                    Solutions:

                                    Question # 1
                                    Answer: D
                                    Question # 2
                                    Answer: C
                                    Question # 3
                                    Answer: A
                                    Question # 4
                                    Answer: A
                                    Question # 5
                                    Answer: A,C

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