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Network Appliance NetApp Certified AI Expert Sample Questions:
1. An AI team is planning two separate projects. The architect needs to provision the appropriate infrastructure for each.
| | Project A | Project B|
| -- | | - |
| Goal | Build a novel image recognition model from scratch.
| Adapt an existing, pre- trained LLM to understand company-specific jargon. |
| Input Data | 10 million new, unlabeled images. | A 50 GB text corpus of internal documents. |
| Required Compute | Very High (Weeks of multi-GPU training) | Moderate (Hours of single-GPU training) | Which two statements accurately describe the infrastructure requirements for these projects?
(Choose two.)
A) Both projects are examples of fine-tuning and have similar infrastructure needs.
B) Project B is a fine-tuning task, which leverages an existing model and requires less data and compute resources than building a model from scratch.
C) Both projects should use NetApp StorageGRID as the primary storage for training to ensure low latency.
D) Project A is a model building task and requires a significantly larger and more powerful compute and storage infrastructure than Project B.
E) Project A requires only a large amount of data, while Project B requires only a large amount of code.
2. Which of the following platforms provides tools for model training and deployment specifically for AI workloads?
A) Domino Data Labs
B) Google VertexAI
C) RunAI
D) All of the above
3. 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) Autonomous Ransomware Protection (ARP)
B) NetApp Volume Encryption (NVE)
C) NetApp SnapLock (Compliance Mode)
D) Multi-Admin Verification (MAV)
4. An AI operations team is troubleshooting why their RAG-based chatbot is providing outdated information. They have confirmed that the vector database embedding process is functioning correctly, but suspect an issue with the initial data synchronization that moves the knowledge base from an on- premises ONTAP file share to a cloud staging bucket.
They inspect the relevant BlueXP copy and sync job and find the following details:
Service: BlueXP copy and sync
Relationship_Name: KB_Sync_to_Vector_Staging
Source: nfs://ontap-cluster-1/vol_kb/docs
Destination: s3://vector-staging-bucket-89a3/latest/
Last_Sync_Status: FAILED
Last_Sync_Time: 2025-07-11T02:00:15Z
Error_Message: "Authentication error:
Unable to access source.
Check export policy on 'vol_kb'."
Based on this information, what is the most direct solution to fix the data pipeline?
A) Re-run the vector database embedding job.
B) Check the IAM permissions for the role associated with the S3 bucket.
C) Fine-tune the LLM with the latest data instead of using the RAG system.
D) Modify the NFS export policy on the 'vol_kb' volume on the on-premises ONTAP cluster to grant access to the BlueXP Connector.
5. An automotive company runs crash simulations on a dedicated High-Performance Computing (HPC) cluster and trains computer vision models on a separate AI cluster. Data scientists are complaining about the long delays required to move terabytes of simulation output data from the HPC storage to the AI cluster's storage before they can begin training.
The current data flow is as follows:
HPC Cluster -> --Manual Copy (NFS)--> -> AI Cluster
An architect has been asked to redesign the infrastructure to eliminate this data movement bottleneck.
Which architectural change would be most effective?
A) Implement a converged data infrastructure where both the HPC and AI clusters access a single, high- performance data lake built on NetApp storage.
B) Use NetApp XCP to perform the data copy, as it is faster than a standard NFS copy.
C) Upgrade the network connection between the two storage systems to 200GbE.
D) Install faster CPUs in the AI cluster's storage controllers.
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: A |
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