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| Section | Objectives |
|---|
| AI Lifecycle and Deployment | - End-to-end AI lifecycle
- 1. Model training and validation
- 2. Model deployment and monitoring
- 3. Data ingestion and preparation
- Operational challenges
- 1. Data governance and management
- 2. Scalability and performance optimization
|
| AI and Machine Learning Fundamentals | - AI, ML, DL concepts
- 1. Training, inference, and prediction workflows
- 2. Differences between AI, machine learning, and deep learning
- Algorithm types
- 1. Supervised learning
- 2. Unsupervised learning
- 3. Reinforcement learning
|
| AI Infrastructure and NetApp Solutions | - AI-ready data infrastructure
- 1. Data pipeline optimization for AI/ML workloads
- 2. High-performance storage for AI workloads
- Converged workloads
- 1. AI, HPC, and analytics convergence
- 2. Shared infrastructure design considerations
|
| Industry Use Cases | - AI applications across industries
- 1. Digital twins
- 2. Autonomous systems and agents
- 3. Healthcare AI
|
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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q23-Q28):
NEW QUESTION # 23
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 new LLM trained from scratch on the legal documents.
- B. A fine-tuning pipeline to update the LLM daily.
- C. A Retrieval-Augmented Generation (RAG) architecture.
- D. A predictive AI model to classify legal documents.
Answer: C
NEW QUESTION # 24
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. NetApp SnapMirror
- B. A faster CPU in the server
- C. NetApp FabricPool
- D. GPUDirect Storage
Answer: D
NEW QUESTION # 25
An architect is explaining different data storage paradigms to a new data engineering team. The team needs to understand where to store different types of data for their AI projects. Which statement accurately describes a key difference between a data lake and a data warehouse?
- A. A data lake is designed to store vast quantities of raw, multi-format data (structured, semi- structured, and unstructured), while a data warehouse is typically used for storing structured and filtered data that has already been processed for a specific purpose.
- B. A data lake is only for on-premises deployments, while a data warehouse is only for cloud deployments.
- C. A data lake uses a schema-on-write approach, while a data warehouse uses a schema-on-read approach.
- D. A data lake stores structured, processed data for fast querying, while a data warehouse stores raw, unstructured data in its native format.
Answer: A
NEW QUESTION # 26
The data anonymization job, running in a Kubernetes pod, fails. The pod logs show a "Permission Denied" error when trying to access the source volume on the on-premises ASA. An administrator checks the export policy rule for the volume.
The active rule is as follows:
Rule_Index: 1
Client_Match: 10.50.0.0/16
Protocols: nfs4
Read_Only_Access: sys
Read_Write_Access: -
Superuser_Access: none
The Kubernetes pod that failed has an IP address of '10.60.5.10'.
What is the cause of the "Permission Denied" error?
- A. The 'Superuser_Access' setting is too restrictive.
- B. The export policy only allows access via the NFSv4 protocol.
- C. The export policy does not grant read-write access, which is required by the anonymization job.
- D. The pod's IP address ('10.60.5.10') is not within the allowed client match range ('10.50.0.0/16').
Answer: D
NEW QUESTION # 27
A company is running its AI training workloads on a NetApp AFF A-Series system. To manage costs, they want to automatically move inactive training datasets and older model checkpoints from the high- performance all-flash tier to a lower-cost object storage tier, such as an on- premises StorageGRID or a public cloud bucket. The process must be transparent to the data scientists and not require changes to their scripts or file paths.
Which two NetApp technologies should be combined to achieve this goal? (Choose 2.)
- A. NetApp SnapMirror
- B. NetApp StorageGRID
- C. NetApp FabricPool
- D. NetApp FlexCache
- E. NetApp XCP
Answer: B,C
NEW QUESTION # 28
......
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