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| Section | Weight | Objectives |
|---|
| AI Overview | 15% | - AI, machine learning, and deep learning concepts - Convergence of AI, high-performance computing, and analytics - Algorithm types: supervised, unsupervised, reinforcement learning - AI industry use cases and applications - AI deployment models: on-premises, cloud, edge
|
| AI Lifecycle | 27% | - AI lifecycle stages: design, training, deployment, monitoring - Predictive vs generative AI - Model training, inference, and optimization - AI governance, ethics, and compliance - Data preparation and management for AI
|
| Cloud and Hybrid Cloud AI Deployment | 18% | - Cloud-native AI solutions and integration - NetApp cloud data services for AI - Hybrid and multi-cloud AI architectures - Data mobility and consistency across environments
|
| Security, Reliability, and Operations | 15% | - High availability and data protection - Cost management and efficiency - Data security and access control for AI - Monitoring, logging, and troubleshooting AI environments
|
| NetApp AI Solutions and Architecture | 25% | - Storage architectures for AI workloads - NetApp AI-ready infrastructure components - Scalability and performance optimization for AI - ONTAP integration with AI frameworks - Data management and data pipeline design
|
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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q72-Q77):
NEW QUESTION # 72
An organization is planning to deploy a large AI infrastructure but wants to avoid a large, upfront capital expenditure. They prefer an operational expenditure (OpEx) model where they pay for storage and compute resources as they are consumed. They also need the flexibility to scale resources up or down based on project demands.
Which NetApp consumption model is specifically designed to meet these financial and operational requirements?
- A. A perpetual licensing model for all ONTAP software features.
- B. NetApp Cloud Volumes ONTAP PAYGO licensing only.
- C. NetApp Keystone, which provides a subscription-based, pay-as-you-go service for on-premises and cloud storage.
- D. A standard capital purchase of AFF and ASA systems.
Answer: C
NEW QUESTION # 73
An AI research team is experiencing slow model training times. Their performance monitoring indicates that the GPUs are frequently idle, waiting for data. They want to implement a single technology change to create a more direct data path between their storage and GPUs.
Their current setup is as follows:
Compute: Server with NVIDIA A100 GPUs
Storage: NetApp AFF A-Series (All-Flash)
Network: 100GbE Ethernet
Data_Path: Storage -> Host CPU/Memory -> GPU Memory
Which technology should the architect recommend to specifically address this data path inefficiency?
- A. A faster CPU in the server
- B. NetApp FabricPool
- C. NetApp SnapMirror
- D. GPUDirect Storage
Answer: D
NEW QUESTION # 74
A training job on one of the NVIDIA DGX servers is running slowly. A performance engineer runs the 'dstat' command on the server and captures the following output during the job execution.
-total-cpu-usage- -dsk/total- -net/total- paging-- system-- usr sys idl wai hiq siq| read writ| recv send| in out | int csw 15 5 70 10 0 0| 1.2G 15.0M| 1.2G 12.0M| 0 0 | 15k 35k
14 6 69 11 0 0| 1.2G 14.3M| 1.2G 11.8M| 0 0 | 14k 33k
16 5 68 11 0 0| 1.2G 16.1M| 1.2G 13.1M| 0 0 | 16k 36k
The server is connected to the NetApp ASA via a 100GbE (12.5 GB/s) network.
What is the most likely performance bottleneck based on this data?
- A. The application is experiencing excessive memory paging.
- B. The server's CPU is overloaded.
- C. The server's network interface is saturated.
- D. The storage system (ASA) is unable to provide sufficient read throughput.
Answer: C
NEW QUESTION # 75
Which of the following techniques are used to maximize GPU utilization in AI workloads? (Choose two)
- A. Using larger batch sizes
- B. Scheduling GPU-intensive tasks during off-peak hours
- C. Utilizing CPU-based workloads for all tasks
- D. Balancing compute and storage workloads efficiently
Answer: B,D
NEW QUESTION # 76
A development team is building a generative AI application that must answer questions based on a constantly changing internal knowledge base of company documents. They want to provide the model with up-to-date information without altering its core weights and capabilities.
Which approach is most suitable for this requirement?
- A. Retrieval-Augmented Generation (RAG), which fetches relevant information from the documents at query time to inform the model's response.
- B. Fine-tuning, which retrains the model's last few layers on the new documents.
- C. Unsupervised learning, which clusters the documents into topics for the model to browse.
- D. Predictive AI, which analyzes the documents to forecast future questions.
Answer: A
NEW QUESTION # 77
......
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