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| Section | Objectives |
|---|
| AI Lifecycle and Deployment | - Operational challenges
- 1. Data governance and management
- 2. Scalability and performance optimization
- End-to-end AI lifecycle
- 1. Model deployment and monitoring
- 2. Data ingestion and preparation
- 3. Model training and validation
|
| AI and Machine Learning Fundamentals | - Algorithm types
- 1. Unsupervised learning
- 2. Reinforcement learning
- 3. Supervised learning
- AI, ML, DL concepts
- 1. Training, inference, and prediction workflows
- 2. Differences between AI, machine learning, and deep learning
|
| AI Infrastructure and NetApp Solutions | - Converged workloads
- 1. Shared infrastructure design considerations
- 2. AI, HPC, and analytics convergence
- AI-ready data infrastructure
- 1. Data pipeline optimization for AI/ML workloads
- 2. High-performance storage for AI workloads
|
| Industry Use Cases | - AI applications across industries
- 1. Autonomous systems and agents
- 2. Digital twins
- 3. Healthcare AI
|
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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q101-Q106):
NEW QUESTION # 101
The "Advisor Assistant" application, running as a pod in Kubernetes, suddenly cannot access its data on the AFF A-Series. The application logs show "connection timed out" errors. The network team provides a firewall log snippet for the traffic between the application pod and the storage system's NFS data LIF.
TIME | SRC_IP | DST_IP | PROTO | DST_PORT | ACTION
-|--||-|-|-
2025-07-11T16:01:10Z | 10.20.5.101 (Pod) | 10.20.10.55 (LIF) | TCP | 111 | BLOCKED 2025-07-
11T16:01:12Z | 10.20.5.101 (Pod) | 10.20.10.55 (LIF) | TCP | 2049 | BLOCKED What is the most likely cause of the connectivity failure?
- A. A network firewall between the pod's subnet and the storage subnet is blocking the required NFS ports.
- B. The application pod has incorrect mount options configured.
- C. The AFF A-Series does not support the NFS protocol.
- D. The ONTAP system's data LIF is offline.
Answer: A
NEW QUESTION # 102
An AI team is embarking on a project to train a new, large-scale computer vision model from scratch. The lead architect emphasizes that the success of the project depends on four fundamental inputs that must be available and managed throughout the training process. Which of the following are the four essential requirements for model generation?
- A. A project manager, a data scientist, a software engineer, and a budget.
- B. A data lake, a data warehouse, a data pipeline, and a data mart.
- C. Data, code, compute, and time.
- D. A pre-trained model, a validation set, an inference engine, and a cloud provider.
Answer: C
NEW QUESTION # 103
An architect is designing the storage and network infrastructure for a new, large-scale AI cluster dedicated to training foundational models. The primary design goal is to achieve the highest possible data throughput and the lowest latency to ensure multi-million dollar GPU resources are never idle. Which two technologies are essential to include in the design to achieve this goal?
(Choose 2.)
- A. A tiered storage architecture using NetApp FabricPool.
- B. NetApp StorageGRID as the primary storage for the training datasets.
- C. A 10GbE Ethernet network for all data traffic.
- D. An InfiniBand or RoCE-capable Ethernet network fabric.
- E. GPUDirect Storage support on the storage system.
Answer: D,E
NEW QUESTION # 104
The HPC cluster generates simulation data at an extremely high rate, requiring a storage system that can handle massively parallel writes from hundreds of compute nodes simultaneously. Which storage system and file protocol combination is the most appropriate choice for the HPC cluster's high-performance scratch space?
- A. A Cloud Volumes ONTAP instance with a standard file system.
- B. A NetApp E-Series system serving a BeeGFS parallel file system.
- C. A NetApp StorageGRID system accessed via the S3 protocol.
- D. A NetApp ASA system serving a single, large NFS volume.
Answer: B
NEW QUESTION # 105
What is the primary role of NetApp Trident in a Kubernetes environment designed for AI workloads?
- A. To function as a container runtime interface for executing AI models.
- B. To directly accelerate GPU computations using specialized drivers.
- C. To provide a web-based IDE, like Jupyter, for data scientists to develop models.
- D. To act as a dynamic storage orchestrator, provisioning persistent storage from NetApp backends on- demand for containerized applications.
Answer: D
NEW QUESTION # 106
......
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