Network Appliance NS0-901 - NetApp Certified AI Expert Exam

Network Appliance NS0-901 Actual PDF
  • Exam Code: NS0-901
  • Exam Name: NetApp Certified AI Expert Exam
  • Updated: Aug 13, 2026
  • Q & A: 106 Questions and Answers
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Network Appliance NS0-901 Exam Syllabus Topics:

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

                                    Network Appliance NetApp Certified AI Expert Sample Questions:

                                    1. An AI operations team is troubleshooting why their RAG-based chatbot is providing outdated information. They have confirmed that the vector database embedding process is functioning correctly, but suspect an issue with the initial data synchronization that moves the knowledge base from an on- premises ONTAP file share to a cloud staging bucket.
                                    They inspect the relevant BlueXP copy and sync job and find the following details:
                                    Service: BlueXP copy and sync
                                    Relationship_Name: KB_Sync_to_Vector_Staging
                                    Source: nfs://ontap-cluster-1/vol_kb/docs
                                    Destination: s3://vector-staging-bucket-89a3/latest/
                                    Last_Sync_Status: FAILED
                                    Last_Sync_Time: 2025-07-11T02:00:15Z
                                    Error_Message: "Authentication error:
                                    Unable to access source.
                                    Check export policy on 'vol_kb'."
                                    Based on this information, what is the most direct solution to fix the data pipeline?

                                    A) Re-run the vector database embedding job.
                                    B) Check the IAM permissions for the role associated with the S3 bucket.
                                    C) Modify the NFS export policy on the 'vol_kb' volume on the on-premises ONTAP cluster to grant access to the BlueXP Connector.
                                    D) Fine-tune the LLM with the latest data instead of using the RAG system.


                                    2. To meet HIPAA compliance, the first step in the data pipeline is to identify all medical scans that contain embedded PII. The solution must be automated and capable of scanning data in-place on the on-premises ASA system.
                                    Which two technologies should be used to accomplish this identification and tagging task?
                                    (Choose 2.)

                                    A) A manual review process where technicians visually inspect each scan for PII.
                                    B) NetApp SnapLock to make the source data immutable before scanning.
                                    C) A custom Python script that uses regular expressions to search file contents.
                                    D) A custom "PII" category within BlueXP classification to identify specific medical record number formats.
                                    E) NetApp BlueXP classification, configured to scan the on-premises ASA working environment.


                                    3. The company's compliance officer mandates that all raw simulation data in the StorageGRID data lake must be protected from modification or deletion for a period of seven years. Which two StorageGRID features should be implemented to meet this strict, long-term data immutability requirement? (Choose 2.)

                                    A) Enable Autonomous Ransomware Protection (ARP) on the StorageGRID system.
                                    B) Encrypt all objects in the bucket using server-side encryption (SSE).
                                    C) Configure an Information Lifecycle Management (ILM) rule that applies to the bucket and sets a retention period of seven years.
                                    D) Create a new S3 bucket with Object Lock enabled in Compliance mode.
                                    E) Use NetApp SnapMirror to replicate the data to a second StorageGRID system.


                                    4. An architect is designing a scalable, automated MLOps platform using Kubeflow on a Kubernetes cluster. The platform must support the entire AI lifecycle for multiple teams, with different storage requirements at each stage.
                                    The key requirements are:
                                    - Data Ingestion: A pipeline step needs a shared, read-write volume accessible by multiple pods to stage raw data.
                                    - Experimentation: Data scientists need individual, isolated volumes for their Jupyter notebooks.
                                    - Training: Distributed training jobs require a high-performance, parallel-access filesystem for reading training data.
                                    - Automation: All storage must be provisioned automatically via Kubeflow pipeline definitions without manual intervention.
                                    Which combination of technologies and configurations would create the most effective solution?

                                    A) Use the NetApp DataOps Toolkit for all storage provisioning, bypassing Trident and Kubernetes PVCs.
                                    B) Rely on hostPath volumes for all storage to ensure the highest performance.
                                    C) Use the NetApp DataOps Toolkit for Python within the Kubeflow pipeline components to dynamically create and manage Trident PVCs for each stage.
                                    D) Create a single, large NFS volume and mount it to all pods using a static PersistentVolume.
                                    E) Configure multiple Trident backends (e.g., 'ontap-nas' for standard volumes, 'ontap-nas-flexgroup' for parallel access) and corresponding StorageClasses.


                                    5. The data science team in Azure reports that training jobs are taking longer than expected. An analysis of the Cloud Volumes ONTAP instance in Azure shows that the instance type is undersized for the I/O demands of the training workload. The architect needs to change the Azure VM instance type for the Cloud Volumes ONTAP system to a more powerful one.
                                    The current configuration is:
                                    Cloud_Provider: Azure
                                    ONTAP_System: Cloud Volumes ONTAP (Single Node)
                                    Current_Instance_Type: Standard_DS3_v2
                                    Target_Instance_Type: Standard_E8s_v4
                                    What is the most direct method to perform this operation using NetApp's management tools?

                                    A) Terminate the existing Cloud Volumes ONTAP instance and deploy a new one with the target instance type, then restore data from backup.
                                    B) Use the Azure portal to manually change the VM instance type.
                                    C) SSH to the Cloud Volumes ONTAP instance and run an ONTAP command to modify the underlying VM.
                                    D) From the BlueXP Canvas, select the Cloud Volumes ONTAP working environment and use the
                                    "Change Instance Type" action in the Features panel.


                                    Solutions:

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

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