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| Section | Objectives |
|---|---|
| Topic 1: AI Lifecycle and Deployment | - Operational challenges
|
| Topic 2: Industry Use Cases | - AI applications across industries
|
| Topic 3: AI and Machine Learning Fundamentals | - AI, ML, DL concepts
|
| Topic 4: AI Infrastructure and NetApp Solutions | - Converged workloads
|
1. Given the firm's requirements for using a private, constantly updated knowledge base and the strict mandate for data traceability, which AI architecture is the most appropriate foundation for the "Advisor Assistant" chatbot?
A) A predictive AI model trained to forecast market trends.
B) A fine-tuning architecture where a base LLM is continuously retrained on the entire document repository.
C) A standalone LLM deployed in an air-gapped environment with no access to the document repository.
D) A Retrieval-Augmented Generation (RAG) architecture that retrieves relevant context from a local vector database to enrich prompts sent to the LLM.
2. 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) Deploy a single, global NetApp StorageGRID across all three locations to act as a unified data plane.
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) Use Cloud Volumes ONTAP at the edge, NetApp StorageGRID at the core, and on-premises ONTAP for cloud archive.
D) 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.
3. The firm decides to implement a disaster recovery (DR) site for the "Advisor Assistant" application in a secondary data center. The Recovery Point Objective (RPO) is 15 minutes, and the Recovery Time Objective (RTO) is 4 hours. The design must protect both the document data lake and the vector database.
The primary site contains:
- Data Lake: NetApp StorageGRID
- Vector DB: NetApp AFF A-Series
Which combination of technologies and processes provides a complete and robust DR solution?
(Select all that apply.)
A) Use NetApp SnapMirror to create an asynchronous replication relationship for the AFF A-Series volume containing the vector database, with a schedule of 10 minutes.
B) Use StorageGRID's built-in replication rules to replicate object data from the primary site's grid to a StorageGRID instance at the DR site.
C) Use BlueXP disaster recovery to orchestrate and automate the failover and failback workflows for the application and its data dependencies.
D) Use the NetApp DataOps Toolkit to manually script the failover process.
E) Rely on tape backups to be shipped to the DR site in the event of a disaster.
F) Use NetApp FlexCache at the DR site to cache data from the primary site.
4. Which of the following applications use AI in the healthcare industry? (Choose two)
A) Predicting patient outcomes
B) Managing hospital supply chains
C) Diagnosing diseases
D) Automating financial reporting
5. An organization recently suffered a ransomware attack that encrypted several volumes on their primary ONTAP storage system, including a critical volume containing curated training data. The security team needs to implement a solution that can proactively detect and block ransomware- like file I/O patterns and automatically create a secure Snapshot copy before any damage is done.
The current ONTAP configuration is as follows:
ONTAP_Version: 9.12.1
Security_Features: SnapLock (Compliance Mode) on archive volumes
Anti-Virus_Scan: Enabled (Vscan)
Ransomware_Detection: Not configured
Which ONTAP feature should be enabled to provide this proactive, automated protection?
A) Enable Multi-Admin Verification (MAV) on all volumes.
B) Enable Autonomous Ransomware Protection (ARP).
C) Increase the frequency of scheduled Snapshots.
D) Use BlueXP backup and recovery to back up the volumes to the cloud more frequently.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: A,B,C | Question # 4 Answer: A,C | Question # 5 Answer: B |
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