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Network Appliance NS0-901 Exam Syllabus Topics:

Network Appliance NetApp Certified AI Expert Sample Questions:

1. Which of the following techniques are used to maximize GPU utilization in AI workloads? (Choose two)

A) Balancing compute and storage workloads efficiently
B) Using larger batch sizes
C) Utilizing CPU-based workloads for all tasks
D) Scheduling GPU-intensive tasks during off-peak hours

2. Which storage protocols are commonly used for handling large-scale AI data? (Choose two)

A) File-based systems
B) Object-based storage
C) POSIX-based file systems
D) Parallel file systems

3. Due to the success of the "Advisor Assistant," the number of concurrent users is expected to double in the next quarter. The existing Kubernetes cluster is running at 80% of its GPU capacity during peak hours. The architect must propose a plan to scale the compute infrastructure to handle the increased load.
Which two strategies represent the most effective and scalable solutions? (Choose 2.)

A) Manually deploy all new application replicas to a single, new, very large "super-node".
B) Vertically scale the existing nodes by adding more RAM and CPU cores to each one.
C) Configure the Kubernetes Cluster Autoscaler to automatically add new nodes to the cluster from a predefined node pool when GPU demand exceeds current capacity.
D) Horizontally scale the cluster by adding new GPU-equipped nodes.
E) Replace all existing GPUs with the next-generation model to increase the performance of each node.

4. An AI architect is designing a solution for a legal firm. The primary goal is to allow lawyers to ask natural language questions about case law stored in a private, 50 TB document repository.
The key project constraints are as follows:
Project_Goal: Answer questions using proprietary, real-time legal documents.
Constraint_1: Must not alter the foundational LLM's weights due to compliance.
Constraint_2: Case law database is updated daily with new rulings.
Constraint_3: All generated answers must be traceable to a source document.
Which technology should the architect choose as the core of this solution?

A) A Retrieval-Augmented Generation (RAG) architecture.
B) A new LLM trained from scratch on the legal documents.
C) A fine-tuning pipeline to update the LLM daily.
D) A predictive AI model to classify legal documents.

5. An internal audit requires the firm to prove the exact state of the financial product documentation that was used by the chatbot to answer a specific query from last Tuesday. The query log shows the request was processed at '2025-07-11T14:30:00Z'. The data pipeline that updates the vector database runs daily at midnight.
Which NetApp technology allows the team to instantly access an immutable, point-in-time version of the vector database volume as it existed on that specific day?

A) NetApp FabricPool
B) NetApp Snapshots
C) NetApp FlexClone
D) NetApp SnapMirror

Solutions: