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Network Appliance NS0-901 Exam Syllabus Topics:

SectionWeightObjectives
Cloud and Hybrid Cloud AI Deployment18%- Cloud-native AI solutions and integration
- Data mobility and consistency across environments
- Hybrid and multi-cloud AI architectures
- NetApp cloud data services for AI
Security, Reliability, and Operations15%- Cost management and efficiency
- Monitoring, logging, and troubleshooting AI environments
- High availability and data protection
- Data security and access control for AI
AI Overview15%- Convergence of AI, high-performance computing, and analytics
- AI, machine learning, and deep learning concepts
- AI deployment models: on-premises, cloud, edge
- AI industry use cases and applications
- Algorithm types: supervised, unsupervised, reinforcement learning
AI Lifecycle27%- Predictive vs generative AI
- Data preparation and management for AI
- Model training, inference, and optimization
- AI lifecycle stages: design, training, deployment, monitoring
- AI governance, ethics, and compliance
NetApp AI Solutions and Architecture25%- Data management and data pipeline design
- Storage architectures for AI workloads
- NetApp AI-ready infrastructure components
- ONTAP integration with AI frameworks
- Scalability and performance optimization for AI

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q68-Q73):

NEW QUESTION # 68
An AI platform administrator is trying to deploy a new GenAI toolkit using the BlueXP Workload Factory. The deployment fails, and the administrator examines the API response from BlueXP.
{
"jobId": "we-deploy-genai-987zy",
"status": "FAILED",
"statusCode": 403,
"message":
"Forbidden: The service principal or user account used by the Connector does not have the required permissions on the target subscription to create a new resource group.
Required permission: 'Microsoft.Resources/subscriptions/resourcegroups/write'." } Based on this API response, what is the root cause of the deployment failure?

Answer: B


NEW QUESTION # 69
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?

Answer: D


NEW QUESTION # 70
The HPC cluster generates simulation data at an extremely high rate, requiring a storage system that can handle massively parallel writes from hundreds of compute nodes simultaneously. Which storage system and file protocol combination is the most appropriate choice for the HPC cluster's high-performance scratch space?

Answer: A


NEW QUESTION # 71
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?

Answer: A


NEW QUESTION # 72
Which of the following platforms can be used to manage containerized AI workloads on Kubernetes? (Choose two)

Answer: A,C


NEW QUESTION # 73
......

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