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Network Appliance NS0-901 Exam Syllabus Topics:

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

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q21-Q26):

NEW QUESTION # 21
Which storage protocols are commonly used for handling large-scale AI data? (Choose two)

A. POSIX-based file systems
B. File-based systems
C. Object-based storage
D. Parallel file systems

Answer: C,D

NEW QUESTION # 22
A data scientist needs to launch a Jupyter notebook as a pod in a Kubernetes cluster. The pod requires a 50 Gi persistent volume for storing datasets and notebooks. The cluster administrator has configured a default Trident StorageClass for general-purpose use. The data scientist has the following PersistentVolumeClaim (PVC) manifest:
apiVersion: v1
kind: PersistentVolumeClaim
metadata:
name: jupyter-pvc
spec:
accessModes:
- ReadWriteOnce
resources:
requests:
storage: 50Gi
When this PVC is applied to the cluster, what will be the result?

A. The PVC will remain in a "Pending" state until a PersistentVolume is manually created.
B. Trident will create a 1 Gi volume, as this is the default size for all PVCs.
C. Trident will automatically provision a 50 Gi volume on its default backend and bind it to the PVC.
D. The PVC will fail because a 'storageClassName' is not explicitly defined.

Answer: C

NEW QUESTION # 23
The AI training jobs on the AIPod are performing below expectations. The NVIDIA DGX servers' GPUs show low utilization. A performance analysis reveals that the bottleneck is not the storage system itself, but the network path between the storage and the compute nodes.
The current network configuration is as follows:
Network_Fabric: 100GbE Standard Ethernet
Protocol: NFS over TCP/IP
Data_Path: Storage -> Host CPU -> GPU Memory
Which network architecture enhancement would provide the most significant performance improvement by reducing latency and CPU overhead?

A. Add more 100GbE network ports to the storage controllers.
B. Isolate the storage traffic on a separate VLAN from the management traffic.
C. Implement RDMA over Converged Ethernet (RoCE) and configure GPUDirect Storage.
D. Upgrade the network switches to a model with a larger packet buffer.

Answer: C

NEW QUESTION # 24
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 action on detection is set only to "notify," which will not block the attack.
B. The learning mode is set to "normal," which may not detect zero-day attacks.
C. The volume is vulnerable to ransomware because Autonomous Ransomware Protection is not enabled.
D. The volume is not part of any Snapshot schedule.

Answer: C

NEW QUESTION # 25
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 # 26
......

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