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Network Appliance NS0-901 Exam Syllabus Topics:

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

Network Appliance NetApp Certified AI Expert Sample Questions:

Question #1

An organization wants to provide its data science team with a secure, on-demand method for using a powerful generative AI model with their private, sensitive corporate data. The solution must ensure that the private data is never exposed to the public internet or the public LLM API endpoint.
The architect is designing a solution using BlueXP.
Which two components are essential for building this secure solution? (Choose 2.)

  • A. A private vector database hosted on an on-premises NetApp ONTAP system to store embeddings of the sensitive corporate data.
  • B. The BlueXP GenAI Toolkit, which acts as a proxy to intercept user prompts and enrich them with data from a local vector database.
  • C. A policy in BlueXP classification to copy all sensitive data to a public cloud bucket for easier access.
  • D. A direct VPN connection from each data scientist's laptop to the public LLM provider.
  • E. A BlueXP Connector deployed in a public subnet with a public IP address to allow access to the LLM.
Reveal Solution  Discussion  0

Correct Answer: A,B  🗳️

Question #2

What is the primary role of NetApp Trident in a Kubernetes environment designed for AI workloads?

  • A. To function as a container runtime interface for executing AI models.
  • B. To provide a web-based IDE, like Jupyter, for data scientists to develop models.
  • C. To directly accelerate GPU computations using specialized drivers.
  • D. To act as a dynamic storage orchestrator, provisioning persistent storage from NetApp backends on- demand for containerized applications.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #3

What is the primary architectural advantage of using a NetApp AIPod with NVIDIA DGX servers for the AI training cluster, as described in the scenario?

  • A. It is a reference architecture that is pre-validated by NetApp and NVIDIA to eliminate design complexity and ensure predictable performance for AI workloads.
  • B. It exclusively uses object storage, which simplifies access for data scientists using S3-native tools.
  • C. It prioritizes CPU performance over GPU performance for traditional machine learning algorithms.
  • D. It is designed for small-scale, departmental AI projects and cannot be scaled.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #4

Which of the following describes the impact of generative AI in content creation?

  • A. Generative AI only processes pre-existing content.
  • B. Generative AI can create new content such as text, images, and videos.
  • C. Generative AI analyzes data without generating content.
  • D. Generative AI predicts customer preferences without creating new content.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #5

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 volume is not part of any Snapshot schedule.
  • B. The learning mode is set to "normal," which may not detect zero-day attacks.
  • C. The action on detection is set only to "notify," which will not block the attack.
  • D. The volume is vulnerable to ransomware because Autonomous Ransomware Protection is not enabled.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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