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Network Appliance NS0-901 Exam Syllabus Topics:

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

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q51-Q56):

NEW QUESTION # 51
To comply with the security mandate, the architect must design a process to prevent client PII from the portfolio database from ever being included in the context sent to the LLM. Which two actions are required to build a robust and automated solution for this? (Choose 2.)

A. Use BlueXP classification to perform an initial scan of the portfolio database to identify and tag all columns containing PII.
B. Fine-tune the LLM on a sanitized dataset to teach it to ignore PII.
C. Rely on a disclaimer in the chatbot UI telling advisors not to enter queries related to specific clients.
D. Implement a data preparation step in the RAG pipeline that programmatically masks or excludes any data fields tagged as PII before the context is constructed.
E. Move the entire client portfolio database to an encrypted, air-gapped system.

Answer: A,D

NEW QUESTION # 52
An AI platform is suffering from poor performance during distributed training jobs. The training data resides on a single, large NFS volume. Monitoring shows that while the overall network throughput to the storage system is high, individual GPU nodes experience significant I/O wait times, and the single ONTAP volume is becoming a performance bottleneck. The goal is to re- architect the storage layout to maximize read parallelism and throughput for the training cluster.
Which two actions should the architect take to address this performance bottleneck? (Choose 2.)

A. Enable QoS maximums on the training volume to limit its IOPS.
B. Increase the number of network ports connected to the storage controller.
C. Implement a NetApp FlexGroup volume to spread the dataset across multiple constituent volumes and aggregates.
D. Use NetApp FlexCache to create a local cache of the training data on each compute node.
E. Replace the NFS protocol with iSCSI for all training data access.

Answer: C,D

NEW QUESTION # 53
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. From the BlueXP Canvas, select the Cloud Volumes ONTAP working environment and use the
"Change Instance Type" action in the Features panel.
C. SSH to the Cloud Volumes ONTAP instance and run an ONTAP command to modify the underlying VM.
D. Use the Azure portal to manually change the VM instance type.

Answer: B

NEW QUESTION # 54
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. The AFF A-Series does not support the NFS protocol.
B. A network firewall between the pod's subnet and the storage subnet is blocking the required NFS ports.
C. The ONTAP system's data LIF is offline.
D. The application pod has incorrect mount options configured.

Answer: B

NEW QUESTION # 55
Advisors report that some queries to the chatbot are unacceptably slow, taking several seconds to respond. The MLOps team isolates the issue to the RAG retrieval step. Performance monitoring of the NetApp AFF A-Series hosting the vector database shows the following metrics during periods of high query load.
avg_read_latency: 3500 microseconds (3.5 ms)
avg_write_latency: 400 microseconds (0.4 ms)
iops_total: 15,000
cpu_utilization_storage_node: 15%
workload_profile: 95% small, random reads
Given these metrics, what is the most likely performance bottleneck?

A. The AFF A-Series system is underpowered and cannot handle the IOPS load.
B. The vector database is poorly indexed, causing inefficient, slow lookups that translate to high read latency on the storage.
C. The network between the application and the storage system is saturated.
D. The storage node CPU is the bottleneck, preventing faster data processing.

Answer: B

NEW QUESTION # 56
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