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Network Appliance NS0-901 Exam Syllabus Topics:

Section	Objectives
Topic 1: 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 2: AI Lifecycle and Deployment	- End-to-end AI lifecycle 1. Model training and validation 2. Data ingestion and preparation 3. Model deployment and monitoring - Operational challenges 1. Data governance and management 2. Scalability and performance optimization
Topic 3: AI Infrastructure and NetApp Solutions	- AI-ready data infrastructure 1. High-performance storage for AI workloads 2. Data pipeline optimization for AI/ML workloads - Converged workloads 1. Shared infrastructure design considerations 2. AI, HPC, and analytics convergence
Topic 4: Industry Use Cases	- AI applications across industries 1. Digital twins 2. Autonomous systems and agents 3. Healthcare AI

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q103-Q108):

NEW QUESTION # 103
The firm decides to expand the "Advisor Assistant" project to a new team in a different department. This team needs its own isolated environment. An MLOps engineer attempts to submit a new GPU- intensive job for the new team, but it remains pending. The engineer checks the Run:AI scheduler logs and finds the following entry:
time="2025-07-11T16:45:00Z" level=info msg="Job ds-new-team-job1 cannot be scheduled.
Project 'new-team-project' has exceeded its GPU quota. Quota: 0, Requested: 1, Used: 0." What is the root cause of the scheduling failure?

A. The job is requesting a specific type of GPU that is not available in the cluster.
B. The Kubernetes cluster has no available GPUs.
C. The Run:AI scheduler is offline and cannot process new jobs.
D. A Run:AI project quota has been configured for the new team, but it has been set to zero, effectively blocking them from using any GPU resources.

Answer: D

NEW QUESTION # 104
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 Snapshot is locked by a SnapMirror relationship.
C. The 'vsadmin' role does not have permission to delete Snapshots.
D. The volume is protected by SnapLock, and the Snapshot has not reached its expiry date.

Answer: A

NEW QUESTION # 105
An architect is designing a cost-optimized storage solution for a large AI environment that has two distinct data temperature profiles:
1. Hot Data (200 TB): Actively used training sets and models requiring all-flash performance.
2. Cold Data (2 PB): Inactive, archived datasets and old model versions that must remain online but are infrequently accessed.
The solution must automatically manage data placement based on activity, without requiring manual intervention or changes to file paths. The environment consists of an on-premises data center and a public cloud account.
Which combination of NetApp technologies provides the most complete and cost-effective solution? (Select all that apply.)

A. Deploy NetApp StorageGRID on-premises to serve as a cost-effective capacity tier for the cold data.
B. Use NetApp SnapMirror to create a full copy of the 2 PB of cold data on the AFF A-Series for faster access if needed.
C. Deploy a single, large Cloud Volumes ONTAP instance to hold both the hot and cold data tiers.
D. Use NetApp XCP to manually script the daily movement of cold files from the AFF system to StorageGRID.
E. Use NetApp FabricPool to automatically and transparently tier cold data blocks from the AFF A- Series to the StorageGRID system.
F. Deploy a NetApp AFF A-Series system on-premises to serve as the high-performance tier for the hot data.

Answer: A,E,F

NEW QUESTION # 106
What is the primary difference between C-Series and A-Series storage for AI workloads?

A. C-Series is designed for high-performance workloads, while A-Series focuses on cost-efficiency for general storage.
B. A-Series is for smaller-scale AI workloads, while C-Series supports large-scale, high-performance AI applications.
C. A-Series provides GPU-based acceleration, while C-Series only supports CPU-based workloads.
D. C-Series supports both file and object-based storage, while A-Series is optimized for object storage.

Answer: A

NEW QUESTION # 107
A data science team reports that their Jupyter notebook pod, which was previously working, is now failing to start. The pod's status is 'CrashLoopBackOff'. An MLOps engineer investigates and finds that the pod's PersistentVolumeClaim (PVC) is bound, but the pod logs show a "Permission denied" error when trying to write to its '/data' mount point.
The engineer checks the Trident backend configuration associated with the pod's StorageClass:
apiVersion: trident.netapp.io/v1
kind: TridentBackendConfig
metadata:
name: ontap-nas-eco
spec:
version: 1
storageDriverName: ontap-nas
managementLIF: 10.10.20.5
dataLIF: 10.10.20.10
svm: svm-prod-ds
exportPolicy: read-only-policy
What is the most likely cause of the "Permission denied" error?

A. The 'dataLIF' is configured incorrectly and is unreachable from the Kubernetes nodes.
B. The 'storageDriverName' should be 'ontap-san' for all AI workloads.
C. The Trident backend is configured to use an export policy ('read-only-policy') that does not grant write permissions to the Kubernetes nodes.
D. The Kubernetes pod has an invalid 'securityContext' that prevents it from writing to any volume.

Answer: C

NEW QUESTION # 108
......

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