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Network Appliance NS0-901 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Cloud and Hybrid Cloud AI Deployment	18%	- NetApp cloud data services for AI - Cloud-native AI solutions and integration - Hybrid and multi-cloud AI architectures - Data mobility and consistency across environments
Topic 2: AI Overview	15%	- Algorithm types: supervised, unsupervised, reinforcement learning - AI industry use cases and applications - Convergence of AI, high-performance computing, and analytics - AI, machine learning, and deep learning concepts - AI deployment models: on-premises, cloud, edge
Topic 3: Security, Reliability, and Operations	15%	- High availability and data protection - Monitoring, logging, and troubleshooting AI environments - Data security and access control for AI - Cost management and efficiency
Topic 4: AI Lifecycle	27%	- Data preparation and management for AI - Model training, inference, and optimization - AI governance, ethics, and compliance - AI lifecycle stages: design, training, deployment, monitoring - Predictive vs generative AI
Topic 5: NetApp AI Solutions and Architecture	25%	- Data management and data pipeline design - Scalability and performance optimization for AI - Storage architectures for AI workloads - NetApp AI-ready infrastructure components - ONTAP integration with AI frameworks

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q65-Q70):

A. Project A is a model building task and requires a significantly larger and more powerful compute and storage infrastructure than Project B.
B. Both projects are examples of fine-tuning and have similar infrastructure needs.
C. Project B is a fine-tuning task, which leverages an existing model and requires less data and compute resources than building a model from scratch.
D. Both projects should use NetApp StorageGRID as the primary storage for training to ensure low latency.
E. Project A requires only a large amount of data, while Project B requires only a large amount of code.

Answer: A,C

NEW QUESTION # 66
The firm decides to implement a disaster recovery (DR) site for the "Advisor Assistant" application in a secondary data center. The Recovery Point Objective (RPO) is 15 minutes, and the Recovery Time Objective (RTO) is 4 hours. The design must protect both the document data lake and the vector database.
The primary site contains:
- Data Lake: NetApp StorageGRID
- Vector DB: NetApp AFF A-Series
Which combination of technologies and processes provides a complete and robust DR solution?
(Select all that apply.)

A. Use NetApp SnapMirror to create an asynchronous replication relationship for the AFF A-Series volume containing the vector database, with a schedule of 10 minutes.
B. Use NetApp FlexCache at the DR site to cache data from the primary site.
C. Use StorageGRID's built-in replication rules to replicate object data from the primary site's grid to a StorageGRID instance at the DR site.
D. Use the NetApp DataOps Toolkit to manually script the failover process.
E. Rely on tape backups to be shipped to the DR site in the event of a disaster.
F. Use BlueXP disaster recovery to orchestrate and automate the failover and failback workflows for the application and its data dependencies.

Answer: A,C,F

NEW QUESTION # 67
Which of the following platforms provides tools for model training and deployment specifically for AI workloads?

A. RunAI
B. All of the above
C. Google VertexAI
D. Domino Data Labs

Answer: B

NEW QUESTION # 68
A training job on one of the NVIDIA DGX servers is running slowly. A performance engineer runs the 'dstat' command on the server and captures the following output during the job execution.
-total-cpu-usage- -dsk/total- -net/total- paging-- system-- usr sys idl wai hiq siq| read writ| recv send| in out | int csw 15 5 70 10 0 0| 1.2G 15.0M| 1.2G 12.0M| 0 0 | 15k 35k
14 6 69 11 0 0| 1.2G 14.3M| 1.2G 11.8M| 0 0 | 14k 33k
16 5 68 11 0 0| 1.2G 16.1M| 1.2G 13.1M| 0 0 | 16k 36k
The server is connected to the NetApp ASA via a 100GbE (12.5 GB/s) network.
What is the most likely performance bottleneck based on this data?

A. The storage system (ASA) is unable to provide sufficient read throughput.
B. The server's network interface is saturated.
C. The server's CPU is overloaded.
D. The application is experiencing excessive memory paging.

Answer: B

NEW QUESTION # 69
An organization recently suffered a ransomware attack that encrypted several volumes on their primary ONTAP storage system, including a critical volume containing curated training data. The security team needs to implement a solution that can proactively detect and block ransomware- like file I/O patterns and automatically create a secure Snapshot copy before any damage is done.
The current ONTAP configuration is as follows:
ONTAP_Version: 9.12.1
Security_Features: SnapLock (Compliance Mode) on archive volumes
Anti-Virus_Scan: Enabled (Vscan)
Ransomware_Detection: Not configured
Which ONTAP feature should be enabled to provide this proactive, automated protection?

A. Increase the frequency of scheduled Snapshots.
B. Enable Multi-Admin Verification (MAV) on all volumes.
C. Use BlueXP backup and recovery to back up the volumes to the cloud more frequently.
D. Enable Autonomous Ransomware Protection (ARP).

Answer: D

NEW QUESTION # 70
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