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Network Appliance NS0-901 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| AI Overview | 15% | - AI deployment models: on-premises, cloud, edge - AI, machine learning, and deep learning concepts - AI industry use cases and applications - Algorithm types: supervised, unsupervised, reinforcement learning - Convergence of AI, high-performance computing, and analytics |
| Cloud and Hybrid Cloud AI Deployment | 18% | - Data mobility and consistency across environments - NetApp cloud data services for AI - Cloud-native AI solutions and integration - Hybrid and multi-cloud AI architectures |
| Security, Reliability, and Operations | 15% | - Data security and access control for AI - High availability and data protection - Monitoring, logging, and troubleshooting AI environments - Cost management and efficiency |
| NetApp AI Solutions and Architecture | 25% | - Data management and data pipeline design - ONTAP integration with AI frameworks - Scalability and performance optimization for AI - NetApp AI-ready infrastructure components - Storage architectures for AI workloads |
| AI Lifecycle | 27% | - Model training, inference, and optimization - Predictive vs generative AI - Data preparation and management for AI - AI lifecycle stages: design, training, deployment, monitoring - AI governance, ethics, and compliance |
Network Appliance NetApp Certified AI Expert Sample Questions:
1. The firm's CFO is concerned about the rising costs of the on-premises AI infrastructure. A storage utilization report shows that of the 200 TB of data on the high-performance AFF A-Series, 150 TB consists of inactive, older versions of product documents that are rarely accessed but must be kept online for regulatory reasons.
The current storage landscape is:
- Performance Tier: NetApp AFF A-Series (200 TB used)
- Capacity Tier: NetApp StorageGRID (1.5 PB used)
What is the most effective and automated solution to reduce the storage cost of the performance tier without impacting data accessibility?
A) Use NetApp SnapMirror to replicate the entire 200 TB volume to the StorageGRID system and then delete the source.
B) Manually identify and delete the 150 TB of inactive data from the AFF A-Series.
C) Purchase an additional, larger AFF A-Series system to gain better storage efficiency through deduplication.
D) Implement NetApp FabricPool to automatically tier the inactive data blocks from the AFF A-Series to the StorageGRID system.
2. An architect is explaining different data storage paradigms to a new data engineering team. The team needs to understand where to store different types of data for their AI projects. Which statement accurately describes a key difference between a data lake and a data warehouse?
A) A data lake is designed to store vast quantities of raw, multi-format data (structured, semi- structured, and unstructured), while a data warehouse is typically used for storing structured and filtered data that has already been processed for a specific purpose.
B) A data lake uses a schema-on-write approach, while a data warehouse uses a schema-on-read approach.
C) A data lake is only for on-premises deployments, while a data warehouse is only for cloud deployments.
D) A data lake stores structured, processed data for fast querying, while a data warehouse stores raw, unstructured data in its native format.
3. Which of the following best describes the difference between data lakes, data warehouses, and lakehouses?
A) Data lakes store data in cloud storage, data warehouses store it in traditional databases, and lakehouses store it in external drives.
B) Data lakes store raw, unstructured data, data warehouses store structured data, and lakehouses combine the features of both.
C) Data lakes store metadata, data warehouses store transaction data, and lakehouses store archival data.
D) Data lakes store structured data, data warehouses store unstructured data, and lakehouses store only real-time data.
4. The Chief Information Security Officer (CISO) is concerned about the risk of a ransomware attack encrypting the critical vector database hosted on the NetApp AFF A-Series. The CISO wants a solution that can proactively detect and block a live attack in real-time, not just recover from a backup after the fact.
Which NetApp security feature should the architect enable on the vector database volume to meet this requirement?
A) NetApp SnapLock (Compliance Mode)
B) NetApp Volume Encryption (NVE)
C) Multi-Admin Verification (MAV)
D) Autonomous Ransomware Protection (ARP)
5. Which of the following platforms can be used to manage containerized AI workloads on Kubernetes? (Choose two)
A) KubeFlow
B) RunAI
C) TensorFlow Extended
D) Google VertexAI
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: A,B |







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