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Network Appliance NS0-901 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Lifecycle27%- Data preparation and management for AI
- AI lifecycle stages: design, training, deployment, monitoring
- Model training, inference, and optimization
- AI governance, ethics, and compliance
- Predictive vs generative AI
Topic 2: Security, Reliability, and Operations15%- Monitoring, logging, and troubleshooting AI environments
- High availability and data protection
- Data security and access control for AI
- Cost management and efficiency
Topic 3: Cloud and Hybrid Cloud AI Deployment18%- Data mobility and consistency across environments
- NetApp cloud data services for AI
- Cloud-native AI solutions and integration
- Hybrid and multi-cloud AI architectures
Topic 4: AI Overview15%- AI industry use cases and applications
- Convergence of AI, high-performance computing, and analytics
- Algorithm types: supervised, unsupervised, reinforcement learning
- AI deployment models: on-premises, cloud, edge
- AI, machine learning, and deep learning concepts
Topic 5: NetApp AI Solutions and Architecture25%- Storage architectures for AI workloads
- ONTAP integration with AI frameworks
- Data management and data pipeline design
- NetApp AI-ready infrastructure components
- Scalability and performance optimization for AI

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q46-Q51):

NEW QUESTION # 46
An AI team is embarking on a project to train a new, large-scale computer vision model from scratch. The lead architect emphasizes that the success of the project depends on four fundamental inputs that must be available and managed throughout the training process. Which of the following are the four essential requirements for model generation?

Answer: A


NEW QUESTION # 47
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?

Answer: B


NEW QUESTION # 48
Which storage protocols are commonly used for handling large-scale AI data? (Choose two)

Answer: B,C


NEW QUESTION # 49
A healthcare organization plans to use a large dataset of patient records to train a predictive model. Before training, they must identify and segregate all records containing Personally Identifiable Information (PII) to comply with privacy regulations. The data resides on an on- premises NetApp ONTAP cluster. The organization needs an automated tool to scan the data in- place and tag files containing PII without moving the data.
The project requirements are as follows:
Task: Identify PII in a large dataset.
Data_Location: On-premises ONTAP cluster.
Constraint: Data must not be moved from its source location for scanning.
Output: Tagged files containing PII.
Which NetApp tool is designed for this specific task?

Answer: B


NEW QUESTION # 50
The firm decides to expand the "Advisor Assistant" project to a new team in a different department. This team needs its own isolated environment. An MLOps engineer attempts to submit a new GPU- intensive job for the new team, but it remains pending. The engineer checks the Run:AI scheduler logs and finds the following entry:
time="2025-07-11T16:45:00Z" level=info msg="Job ds-new-team-job1 cannot be scheduled.
Project 'new-team-project' has exceeded its GPU quota. Quota: 0, Requested: 1, Used: 0." What is the root cause of the scheduling failure?

Answer: D


NEW QUESTION # 51
......

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