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| Section | Objectives |
|---|
| AI and Machine Learning Fundamentals | - AI, ML, DL concepts
- 1. Differences between AI, machine learning, and deep learning
- 2. Training, inference, and prediction workflows
- Algorithm types
- 1. Supervised learning
- 2. Reinforcement learning
- 3. Unsupervised learning
|
| Industry Use Cases | - AI applications across industries
- 1. Digital twins
- 2. Healthcare AI
- 3. Autonomous systems and agents
|
| 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
|
| AI Lifecycle and Deployment | - Operational challenges
- 1. Scalability and performance optimization
- 2. Data governance and management
- End-to-end AI lifecycle
- 1. Model training and validation
- 2. Model deployment and monitoring
- 3. Data ingestion and preparation
|
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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q81-Q86):
NEW QUESTION # 81
What is the primary architectural advantage of using a NetApp AIPod with NVIDIA DGX servers for the AI training cluster, as described in the scenario?
- A. It is a reference architecture that is pre-validated by NetApp and NVIDIA to eliminate design complexity and ensure predictable performance for AI workloads.
- B. It exclusively uses object storage, which simplifies access for data scientists using S3-native tools.
- C. It prioritizes CPU performance over GPU performance for traditional machine learning algorithms.
- D. It is designed for small-scale, departmental AI projects and cannot be scaled.
Answer: A
NEW QUESTION # 82
Which of the following best describes the difference between data lakes, data warehouses, and lakehouses?
- A. Data lakes store structured data, data warehouses store unstructured data, and lakehouses store only real-time data.
- B. Data lakes store data in cloud storage, data warehouses store it in traditional databases, and lakehouses store it in external drives.
- C. Data lakes store raw, unstructured data, data warehouses store structured data, and lakehouses combine the features of both.
- D. Data lakes store metadata, data warehouses store transaction data, and lakehouses store archival data.
Answer: C
NEW QUESTION # 83
A research lab uses a fleet of autonomous drones to collect high-resolution aerial imagery for agricultural analysis. The drones land at a remote edge location and offload their data. The AI models for image analysis are trained at a central data center. The team is using NetApp SnapMirror to replicate the data from the edge to the core. However, the data scientists are complaining that the datasets arriving at the data center are often incomplete or corrupted.
An administrator reviews the SnapMirror configuration and status via the BlueXP API:
{
"source": { "workingEnvironmentId": "OnPrem-Edge-Filer-1", "volumeName": "drone_data_raw" },
"destination": { "workingEnvironmentId": "Core-Datacenter-A800", "volumeName":
"drone_data_replicated" },
"mirrorState": "broken-off",
"relationshipStatus": "idle",
"unhealthyReason": "Transfer failed. Destination volume is out of space.", "lastTransferInfo": {
"transferError": "No space left on device"
}
}
What is the direct cause of the incomplete datasets at the data center?
- A. The BlueXP Connector does not have the correct permissions to manage the SnapMirror relationship.
- B. The source volume at the edge location has become corrupted.
- C. The SnapMirror relationship is broken because the destination volume at the core data center has run out of capacity.
- D. The network connection between the edge and the core is unreliable.
Answer: C
NEW QUESTION # 84
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 XCP
- B. NetApp SnapMirror
- C. NetApp FlexCache
- D. NetApp FabricPool
- E. NetApp StorageGRID
Answer: D,E
NEW QUESTION # 85
An organization is developing a new AI-powered application. The initial phase involves feeding a curated 50 TB dataset of labeled images into a complex neural network, allowing the model to learn and adjust its internal parameters over millions of iterations. The second phase involves deploying this finalized model to a web service where it will process single, user-uploaded images and return a classification in real-time.
Which statement accurately describes these two phases?
- A. Both Phase 1 and Phase 2 are examples of inferencing.
- B. Phase 1 is inferencing, and Phase 2 is training.
- C. Phase 1 is training, and Phase 2 is inferencing.
- D. Both Phase 1 and Phase 2 are examples of training.
Answer: C
NEW QUESTION # 86
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