Exam Code: NS0-901
Exam Name: NetApp Certified AI Expert Exam
Certification Provider: Network Appliance
Corresponding Certification: NetApp Certified AI Expert
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Network Appliance NS0-901 Exam Syllabus Topics:

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

Network Appliance NetApp Certified AI Expert Sample Questions:

1. What is the primary reason for implementing a hybrid cloud architecture in this medical imaging scenario?

A) To reduce the overall cost of storage by keeping all data in the public cloud.
B) To simplify network management by using a single, global virtual network spanning the on- premises and cloud environments.
C) To exclusively use cloud-native AI services, eliminating the need for any on-premises hardware.
D) 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.


2. A security administrator is reviewing the configuration of a production ONTAP cluster after a compliance audit. The audit requires that all volumes containing financial data must be protected against ransomware. The administrator runs a command to check the status of Autonomous Ransomware Protection (ARP) on a critical volume.
The command and its output are as follows:
cluster-1::> security ransomware anti-ransomware show -vserver svm_finance -volume finance_q1_data Vserver: svm_finance Volume: finance_q1_data Autonomous Ransomware Protection Status: disabled Learning Mode: normal Dry Run Mode: false Action on Detection: notify Based on this output, what is the primary security risk for the 'finance_q1_data' volume?

A) The action on detection is set only to "notify," which will not block the attack.
B) The volume is vulnerable to ransomware because Autonomous Ransomware Protection is not enabled.
C) The volume is not part of any Snapshot schedule.
D) The learning mode is set to "normal," which may not detect zero-day attacks.


3. Which AI technology is used to generate new, never-before-seen content such as images or text?

A) Supervised AI
B) Generative AI
C) Reinforcement AI
D) Predictive AI


4. An AI platform administrator is trying to deploy a new GenAI toolkit using the BlueXP Workload Factory. The deployment fails, and the administrator examines the API response from BlueXP.
{
"jobId": "we-deploy-genai-987zy",
"status": "FAILED",
"statusCode": 403,
"message":
"Forbidden: The service principal or user account used by the Connector does not have the required permissions on the target subscription to create a new resource group.
Required permission: 'Microsoft.Resources/subscriptions/resourcegroups/write'." } Based on this API response, what is the root cause of the deployment failure?

A) The BlueXP Connector is offline and cannot communicate with the cloud provider.
B) The selected ONTAP version does not support the GenAI toolkit.
C) The GenAI toolkit requires a specific license that has not been added to the BlueXP digital wallet.
D) The Azure service principal associated with the BlueXP Connector lacks the necessary IAM role to create resource groups.


5. The pod running the vector database on the Kubernetes cluster fails to start. An MLOps engineer runs 'kubectl describe pod vector-db-pod-0' and sees the following event message:
Events:
Type Reason Age From Message
- - - -
Warning FailedScheduling 30s default-scheduler 0/8 nodes are available: 8 node(s) did not match pod anti-affinity rules.
The pod's manifest contains the following 'affinity' definition:
affinity:
podAntiAffinity:
requiredDuringSchedulingIgnoredDuringExecution:
- labelSelector:
matchExpressions:
- key: app
operator: In
values:
- vector-db
topologyKey: "kubernetes.io/hostname"
What is the most likely reason the pod cannot be scheduled?

A) The 'vector-db-pod-0' is requesting more GPU resources than are available on any node.
B) The 'topologyKey' is invalid; it should be 'failure-domain.beta.kubernetes.io/zone'.
C) The PersistentVolumeClaim for the pod is in a 'Pending' state.
D) The pod's anti-affinity rule prevents it from being scheduled on any node that is already running another pod with the label 'app=vector-db'.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: B
Question # 3
Answer: B
Question # 4
Answer: D
Question # 5
Answer: D

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