Network Appliance NS0-901 Exam Questions : NetApp Certified AI Expert Exam

  • Exam Code: NS0-901
  • Exam Name: NetApp Certified AI Expert Exam
  • Updated: Sep 06, 2026
  • Q&As: 106 Questions and Answers

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Network Appliance NS0-901 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Overview15%- Algorithm Types
  • 1. Reinforcement learning
  • 2. Unsupervised learning
  • 3. Supervised learning
- Machine Learning Fundamentals
  • 1. Describe machine learning benefits
  • 2. Understand the relationship between AI, machine learning, and deep learning
- AI Industry Applications
  • 1. Healthcare applications
  • 2. Digital twins
  • 3. Agents
- Training vs. Inferencing vs. Predictions
  • 1. Distinguish between training and inference workloads
- AI Convergence with HPC and Analytics
  • 1. Leveraging shared infrastructure for AI, HPC, and analytics
- AI Deployment Models
  • 1. On-premises
  • 2. Cloud
  • 3. Edge
  • 4. Benefits and risks of each model
Topic 2: AI Software Architectures18%- MLOps and LLMOps Ecosystems
  • 1. Understanding the software tools and platforms enabling AI at scale
- Development Tools
  • 1. NetApp DataOps Toolkit
  • 2. Jupyter notebooks vs. pipelines
- Scaling and Orchestration
  • 1. Scaling AI workloads with Kubernetes
  • 2. Leveraging BlueXP software tools
Topic 3: AI Lifecycle27%- Generative AI Concepts
  • 1. Hallucinations
  • 2. Fine-tuning
  • 3. Retrieval Augmented Generation (RAG)
- Predictive AI vs. Generative AI
  • 1. Large Language Models (LLMs)
  • 2. Distinction between predictive and generative AI
  • 3. Impact of generative content (text, images, video, decision-making)
- Model Development
  • 1. Inferencing
  • 2. Fine-tuning workflows
  • 3. Model building
- Data Preparation
  • 1. NetApp BlueXP Classification
  • 2. XCP and CopySync
  • 3. Data aggregation and cleansing
Topic 4: AI Common Challenges22%- Traceability and Optimization
  • 1. Optimizing data access and movement
  • 2. Ensuring traceability for code, data, and models
  • 3. Maximizing performance in demanding AI workloads
- Resource Management
  • 1. Controlling costs and securing storage
  • 2. Sizing storage and compute resources effectively
Topic 5: AI Hardware Architectures18%- NetApp Architectures
  • 1. SuperPOD
  • 2. BasePod
  • 3. OVX architectures
- Infrastructure Topologies
  • 1. Data aggregation and compute topologies
- Networking and Storage
  • 1. Storage architectures for AI
  • 2. Network protocols for AI workloads

Network Appliance NetApp Certified AI Expert Sample Questions:

Question 1

An architect is designing a data pipeline for a predictive AI model that will forecast retail sales.
The pipeline must be robust, version-controlled, and efficient.
The proposed data flow is as follows:
1. Ingest: Raw sales data is copied daily from multiple point-of-sale (POS) systems to a central staging area on an on-premises ONTAP cluster.
2. Prepare: The raw data is messy. A data engineering team needs a clean, isolated, and writable copy of the latest daily data to perform cleansing and feature engineering tasks without impacting the original raw data.
3. Train: Once prepared, the cleansed dataset is used to retrain the predictive model on a GPU cluster.
This step must be repeatable with the exact same dataset for compliance.
4. Deploy: The newly trained model is pushed to production inference servers.
Which combination of NetApp technologies best supports this entire predictive AI lifecycle?
(Select all
that apply.)

A. Use NetApp XCP to efficiently aggregate the raw sales data from POS systems into the central staging area.
B. Use NetApp FlexClone to create an instantaneous, space-efficient, writable copy of the daily raw data for the data preparation stage.
C. Use BlueXP backup and recovery to perform the initial data ingest from the POS systems.
D. Use NetApp StorageGRID as the primary storage for the high-performance training stage.
E. Use NetApp Snapshots on the prepared dataset volume just before training to create an immutable, point-in-time version for compliance and reproducibility.
F. Use a RAG architecture for the sales forecasting model.


Question 2

To meet HIPAA compliance, the first step in the data pipeline is to identify all medical scans that contain embedded PII. The solution must be automated and capable of scanning data in-place on the on-premises ASA system.
Which two technologies should be used to accomplish this identification and tagging task?
(Choose 2.)

A. A custom "PII" category within BlueXP classification to identify specific medical record number formats.
B. NetApp SnapLock to make the source data immutable before scanning.
C. NetApp BlueXP classification, configured to scan the on-premises ASA working environment.
D. A manual review process where technicians visually inspect each scan for PII.
E. A custom Python script that uses regular expressions to search file contents.


Question 3

The HPC cluster generates simulation data at an extremely high rate, requiring a storage system that can handle massively parallel writes from hundreds of compute nodes simultaneously. Which storage system and file protocol combination is the most appropriate choice for the HPC cluster's high-performance scratch space?

A. A Cloud Volumes ONTAP instance with a standard file system.
B. A NetApp ASA system serving a single, large NFS volume.
C. A NetApp StorageGRID system accessed via the S3 protocol.
D. A NetApp E-Series system serving a BeeGFS parallel file system.


Question 4

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. Trident will create a 1 Gi volume, as this is the default size for all PVCs.
B. The PVC will remain in a "Pending" state until a PersistentVolume is manually created.
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.


Question 5

Which of the following applications use AI in the healthcare industry? (Choose two)

A. Predicting patient outcomes
B. Diagnosing diseases
C. Automating financial reporting
D. Managing hospital supply chains


Solutions:

Question 1
Answer: A,B,E
Question 2
Answer: A,C
Question 3
Answer: D
Question 4
Answer: C
Question 5
Answer: A,B

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