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Network Appliance NS0-901 Exam Syllabus Topics:

Section	Weight	Objectives
Security, Reliability, and Operations	15%	- Data security and access control for AI - Monitoring, logging, and troubleshooting AI environments - High availability and data protection - Cost management and efficiency
AI Lifecycle	27%	- Model training, inference, and optimization - AI governance, ethics, and compliance - AI lifecycle stages: design, training, deployment, monitoring - Predictive vs generative AI - Data preparation and management for AI
NetApp AI Solutions and Architecture	25%	- Data management and data pipeline design - ONTAP integration with AI frameworks - NetApp AI-ready infrastructure components - Scalability and performance optimization for AI - Storage architectures for AI workloads
AI Overview	15%	- AI, machine learning, and deep learning concepts - Convergence of AI, high-performance computing, and analytics - AI deployment models: on-premises, cloud, edge - Algorithm types: supervised, unsupervised, reinforcement learning - AI industry use cases and applications
Cloud and Hybrid Cloud AI Deployment	18%	- Cloud-native AI solutions and integration - Hybrid and multi-cloud AI architectures - Data mobility and consistency across environments - NetApp cloud data services for AI

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q105-Q110):

NEW QUESTION # 105
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. The Snapshot is locked by a SnapMirror relationship.
B. Multi-Admin Verification (MAV) is enabled, and the destructive operation requires approval from another designated administrator.
C. The volume is protected by SnapLock, and the Snapshot has not reached its expiry date.
D. The 'vsadmin' role does not have permission to delete Snapshots.

Answer: B

NEW QUESTION # 106
A research institute is designing an infrastructure to support its entire AI drug discovery pipeline.
The pipeline has two distinct workload requirements:
1. Training: A team of data scientists needs to train several large transformer models simultaneously using a 500 TB dataset of genomic sequences. This process requires maximum data throughput to keep the GPUs saturated.
2. Inference: Once trained, the models are deployed to an internal web portal where researchers submit individual protein sequences for analysis. These queries must return results with the lowest possible latency.
Which infrastructure design best satisfies both requirements? (Choose 2.)

A. Deploy a large NetApp ASA cluster with GPUDirect Storage enabled for the training environment.
B. Use a single, large Cloud Volumes ONTAP instance in a public cloud to handle both workloads to simplify management.
C. Configure QoS minimums on the training volumes to ensure they do not impact inference performance.
D. Use NetApp StorageGRID as the primary storage for both the training and low-latency inference workloads.
E. Implement NetApp FlexCache on smaller nodes at the network edge to serve the inference requests.

Answer: A,E

NEW QUESTION # 107
A security administrator is reviewing the configuration of a production ONTAP cluster after a compliance audit. The audit requires that all volumes containing financial data must be protected against ransomware. The administrator runs a command to check the status of Autonomous Ransomware Protection (ARP) on a critical volume.
The command and its output are as follows:
cluster-1::> security ransomware anti-ransomware show -vserver svm_finance -volume finance_q1_data Vserver: svm_finance Volume: finance_q1_data Autonomous Ransomware Protection Status: disabled Learning Mode: normal Dry Run Mode: false Action on Detection: notify Based on this output, what is the primary security risk for the 'finance_q1_data' volume?

A. The learning mode is set to "normal," which may not detect zero-day attacks.
B. The volume is not part of any Snapshot schedule.
C. The action on detection is set only to "notify," which will not block the attack.
D. The volume is vulnerable to ransomware because Autonomous Ransomware Protection is not enabled.

Answer: D

NEW QUESTION # 108
A data scientist on the team wants to run an experiment on a new vector indexing strategy. To do this, they need a temporary, writable copy of the main vector database. They use the NetApp DataOps Toolkit for Python to automate this process.
The following script is executed:
from netapp_dataops.k8s import clone_pvc
clone_pvc(
source_pvc_name="prod-vector-db-pvc",
new_pvc_name="exp-indexing-clone",
namespace="ds-prod"
)
Assuming the source PVC exists and the user has correct permissions, what is the primary benefit of using this method?

A. It creates a full physical copy of the data, providing the best performance isolation.
B. It uses NetApp FlexClone technology to create a near-instantaneous, space-efficient writable copy of the volume, accelerating the experimental workflow.
C. It creates a read-only Snapshot, ensuring the integrity of the experimental data.
D. It automatically migrates the data from the AFF A-Series to the StorageGRID system for the experiment.

Answer: B

NEW QUESTION # 109
A financial services company is required by regulators to be able to trace any version of their deployed fraud detection model back to the exact dataset and source code commit used to train it.
The current MLOps workflow is as follows:
Code_Repository: Git (commit hash: a1b2c3d4)
Dataset_Location: /vol/prod_data/fraud_dataset_v3
Storage_System: NetApp ONTAP 9
Model_Output: /vol/models/fraud_model_v3.2
Which NetApp technology should be used to create an immutable, point-in-time, and space- efficient copy of the dataset that can be linked to the specific code commit and model version?

A. NetApp FlexClone
B. NetApp SnapMirror
C. NetApp FabricPool
D. NetApp Snapshots

Answer: D

NEW QUESTION # 110
......

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