Certification NS0-901 Exam & NS0-901 Online Training Materials
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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q16-Q21):
NEW QUESTION # 16
An architect is designing a global infrastructure for a company that develops AI for autonomous vehicles.
The design must accommodate three distinct locations and functions:
1. Edge (Test Tracks): Fleets of test cars generate 100s of TBs of sensor data per day. This data must be ingested locally with high performance.
2. Core (Primary Data Center): The raw data from all edge sites must be aggregated here. This location houses the primary data lake and the main GPU cluster for large-scale model training.
3. Cloud (Public Cloud Provider): Data scientists want to use cloud-native tools for experimental data processing and model development. They also need a cost-effective location for long-term archiving of raw data.
Which combination of deployment locations and NetApp technologies creates the most logical and efficient end-to-end solution?
- A. Use NetApp ONTAP systems at the edge and core, and Cloud Volumes ONTAP in the public cloud.
Use SnapMirror to replicate data from edge to core, and FabricPool to tier data from the core to the cloud. - B. Use NetApp E-Series at the edge, NetApp ASA at the core, and NetApp StorageGRID in the cloud.
Use SnapMirror to move data between all three tiers. - C. Deploy a single, global NetApp StorageGRID across all three locations to act as a unified data plane.
- D. Use Cloud Volumes ONTAP at the edge, NetApp StorageGRID at the core, and on-premises ONTAP for cloud archive.
Answer: A
NEW QUESTION # 17
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 predictive AI model to classify legal documents.
- D. A fine-tuning pipeline to update the LLM daily.
Answer: A
NEW QUESTION # 18
A financial services company is required by regulators to be able to trace any version of their deployed fraud detection model back to the exact dataset and source code commit used to train it.
The current MLOps workflow is as follows:
Code_Repository: Git (commit hash: a1b2c3d4)
Dataset_Location: /vol/prod_data/fraud_dataset_v3
Storage_System: NetApp ONTAP 9
Model_Output: /vol/models/fraud_model_v3.2
Which NetApp technology should be used to create an immutable, point-in-time, and space- efficient copy of the dataset that can be linked to the specific code commit and model version?
- A. NetApp FabricPool
- B. NetApp SnapMirror
- C. NetApp Snapshots
- D. NetApp FlexClone
Answer: C
NEW QUESTION # 19
A network administrator, attempting to harden the security of the data center, modifies a firewall access control list (ACL). Immediately afterward, the "Advisor Assistant" application pods can no longer mount their required NFS volumes from the AFF A-Series. The MLOps team confirms the pods are stuck in a 'ContainerCreating' state with a 'MountVolume.SetUp failed... connection timed out' error. The administrator provides the new, active firewall rule:
RULE | ACTION | PROTOCOL | SOURCE_IP_RANGE | DEST_IP_RANGE | DEST_PORT --|--|-
|--||--51 | ALLOW | TCP | 10.20.5.0/24 | 10.20.10.0/24 | 2049
What is the most likely reason for the mount failures?
- A. The 'SOURCE_IP_RANGE' is incorrect and does not include the Kubernetes pod IP addresses.
- B. The firewall rule is blocking the NFSv4 protocol, which requires TCP port 2050.
- C. The firewall rule is blocking the NFS lock manager (NLM) protocol, which is required for file locking.
- D. The firewall rule is blocking the Portmapper/RPCbind service (TCP/UDP port 111), which is necessary for the initial NFS mount negotiation.
Answer: D
NEW QUESTION # 20
An AI infrastructure architect is tasked with designing a solution to address two critical challenges in a large, multi-petabyte AI environment:
1. Cost: A significant portion of the data on the high-performance all-flash storage is inactive but must remain online. The cost of storing this cold data on the performance tier is prohibitive.
2. Traceability: Data scientists need a simple, space-efficient way to version their datasets at key points in their workflow to ensure reproducibility.
The environment consists of NetApp AFF A-Series and NetApp StorageGRID systems.
Which combination of NetApp technologies should the architect implement to solve both challenges simultaneously? (Select all that apply.)
- A. Train data scientists to use NetApp Snapshots to create point-in-time, read-only versions of their data volumes.
- B. Use NetApp SnapMirror to replicate volumes from the AFF systems to StorageGRID for archival.
- C. Implement NetApp FabricPool to automatically tier cold data blocks from the AFF systems to StorageGRID.
- D. Implement NetApp FlexClone to create full, writable copies of datasets for each experiment.
- E. Use NetApp XCP to periodically move cold data from the AFF systems to StorageGRID.
- F. Use BlueXP backup and recovery to create backups on StorageGRID, then delete the original volumes from the AFF systems.
Answer: A,C
NEW QUESTION # 21
......
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