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Network Appliance NetApp Certified AI Expert Sample Questions:

1. An architect is designing a cost-optimized storage solution for a large AI environment that has two distinct data temperature profiles:
1. Hot Data (200 TB): Actively used training sets and models requiring all-flash performance.
2. Cold Data (2 PB): Inactive, archived datasets and old model versions that must remain online but are infrequently accessed.
The solution must automatically manage data placement based on activity, without requiring manual intervention or changes to file paths. The environment consists of an on-premises data center and a public cloud account.
Which combination of NetApp technologies provides the most complete and cost-effective solution? (Select all that apply.)

A) Use NetApp XCP to manually script the daily movement of cold files from the AFF system to StorageGRID.
B) Use NetApp SnapMirror to create a full copy of the 2 PB of cold data on the AFF A-Series for faster access if needed.
C) Deploy a NetApp AFF A-Series system on-premises to serve as the high-performance tier for the hot data.
D) Deploy NetApp StorageGRID on-premises to serve as a cost-effective capacity tier for the cold data.
E) Use NetApp FabricPool to automatically and transparently tier cold data blocks from the AFF A- Series to the StorageGRID system.
F) Deploy a single, large Cloud Volumes ONTAP instance to hold both the hot and cold data tiers.

2. Which of the following are typical requirements for inferencing in AI models? (Choose two)

A) Pre-trained models
B) Cloud-based inference only
C) Extensive training data
D) Loading the model into memory

3. An AI platform team is investigating poor I/O performance for a specific workload that involves processing hundreds of thousands of small metadata files. The application is running on a Kubernetes cluster with storage provided by a NetApp ONTAP system over NFS. Performance metrics show acceptable network throughput but very high latency for metadata operations (e.g., open, stat, close).
The current storage configuration is as follows:
Storage_System: NetApp AFF A-Series
Protocol: NFSv4.1
Workload_Profile: Metadata-intensive, many small file lookups
Observed_Issue: High latency on metadata operations, slow job completion Which storage architecture would be better suited to handle this specific metadata-intensive workload?

A) A NetApp Cloud Volumes ONTAP instance in a different region.
B) A NetApp E-Series system running a parallel file system like BeeGFS.
C) A NetApp StorageGRID object storage system.
D) A NetApp SnapLock-enabled volume for data protection.

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

5. The company's compliance officer mandates that all raw simulation data in the StorageGRID data lake must be protected from modification or deletion for a period of seven years. Which two StorageGRID features should be implemented to meet this strict, long-term data immutability requirement? (Choose 2.)

A) Configure an Information Lifecycle Management (ILM) rule that applies to the bucket and sets a retention period of seven years.
B) Create a new S3 bucket with Object Lock enabled in Compliance mode.
C) Use NetApp SnapMirror to replicate the data to a second StorageGRID system.
D) Enable Autonomous Ransomware Protection (ARP) on the StorageGRID system.
E) Encrypt all objects in the bucket using server-side encryption (SSE).

Solutions: