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Network Appliance NS0-901 Exam Syllabus Topics:

Section	Objectives
Topic 1: AI Infrastructure and NetApp Solutions	- Converged workloads 1. AI, HPC, and analytics convergence 2. Shared infrastructure design considerations - AI-ready data infrastructure 1. High-performance storage for AI workloads 2. Data pipeline optimization for AI/ML workloads
Topic 2: AI Lifecycle and Deployment	- End-to-end AI lifecycle 1. Model deployment and monitoring 2. Model training and validation 3. Data ingestion and preparation - Operational challenges 1. Scalability and performance optimization 2. Data governance and management
Topic 3: AI and Machine Learning Fundamentals	- AI, ML, DL concepts 1. Differences between AI, machine learning, and deep learning 2. Training, inference, and prediction workflows - Algorithm types 1. Reinforcement learning 2. Supervised learning 3. Unsupervised learning
Topic 4: Industry Use Cases	- AI applications across industries 1. Healthcare AI 2. Autonomous systems and agents 3. Digital twins

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q85-Q90):

NEW QUESTION # 85
An MLOps team uses a variety of platforms to manage their AI workloads. They need to understand the primary function of each tool within their ecosystem. Which statement best describes the role of an MLOps/LLMOps platform like Kubeflow or Run:AI?

A. They are networking protocols designed to accelerate data transfer between GPUs.
B. They are orchestration and management platforms that automate and streamline the entire AI/ML lifecycle, from data preparation and model training to deployment and monitoring.
C. They are integrated development environments (IDEs) used exclusively for writing Python code.
D. They are specialized storage systems designed to hold large datasets for training.

Answer: B

NEW QUESTION # 86
A data scientist needs to test a new data normalization technique. To do this, they require an isolated, writable copy of a 50 TB curated simulation dataset that resides on the NetApp ASA system. The operation must be completed as quickly as possible and consume minimal additional storage space. Which NetApp technology is the most appropriate solution for this requirement?

A. NetApp SnapMirror
B. NetApp FlexClone
C. NetApp FabricPool
D. NetApp XCP

Answer: B

NEW QUESTION # 87
An AI architect is designing a storage solution for a new training cluster. The primary workload consists of training large language models, which involves sequential reads of massive datasets.
The key requirement is to maximize GPU utilization by providing the highest possible data throughput. Cost is a secondary concern to performance.
Which NetApp storage system is the most appropriate choice for this workload?

A. NetApp C-Series
B. NetApp StorageGRID
C. NetApp E-Series
D. NetApp ASA (All-SAN Array)

Answer: D

NEW QUESTION # 88
What is the primary reason for implementing a hybrid cloud architecture in this medical imaging scenario?

A. To simplify network management by using a single, global virtual network spanning the on- premises and cloud environments.
B. To exclusively use cloud-native AI services, eliminating the need for any on-premises hardware.
C. To leverage the powerful, elastic GPU compute resources available in the public cloud for model training while keeping sensitive source data on-premises to meet security and HIPAA compliance requirements.
D. To reduce the overall cost of storage by keeping all data in the public cloud.

Answer: C

NEW QUESTION # 89
The company's compliance officer mandates that all raw simulation data in the StorageGRID data lake must be protected from modification or deletion for a period of seven years. Which two StorageGRID features should be implemented to meet this strict, long-term data immutability requirement? (Choose 2.)

A. Configure an Information Lifecycle Management (ILM) rule that applies to the bucket and sets a retention period of seven years.
B. Encrypt all objects in the bucket using server-side encryption (SSE).
C. Create a new S3 bucket with Object Lock enabled in Compliance mode.
D. Use NetApp SnapMirror to replicate the data to a second StorageGRID system.
E. Enable Autonomous Ransomware Protection (ARP) on the StorageGRID system.

Answer: A,C

NEW QUESTION # 90
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