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Network Appliance NS0-901 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: AI and Machine Learning Fundamentals | - AI, ML, DL concepts
|
| Topic 2: Industry Use Cases | - AI applications across industries
|
| Topic 3: AI Infrastructure and NetApp Solutions | - Converged workloads
|
| Topic 4: AI Lifecycle and Deployment | - End-to-end AI lifecycle
|
Network Appliance NetApp Certified AI Expert Sample Questions:
Which storage protocols are commonly used for handling large-scale AI data? (Choose two)
- A. POSIX-based file systems
- B. Object-based storage
- C. Parallel file systems
- D. File-based systems
What is the primary reason for implementing a hybrid cloud architecture in this medical imaging scenario?
- A. To simplify network management by using a single, global virtual network spanning the on- premises and cloud environments.
- B. To leverage the powerful, elastic GPU compute resources available in the public cloud for model training while keeping sensitive source data on-premises to meet security and HIPAA compliance requirements.
- C. To exclusively use cloud-native AI services, eliminating the need for any on-premises hardware.
- D. To reduce the overall cost of storage by keeping all data in the public cloud.
Which of the following techniques are used to maximize GPU utilization in AI workloads? (Choose two)
- A. Balancing compute and storage workloads efficiently
- B. Utilizing CPU-based workloads for all tasks
- C. Using larger batch sizes
- D. Scheduling GPU-intensive tasks during off-peak hours
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 exclusively uses object storage, which simplifies access for data scientists using S3-native tools.
- B. It prioritizes CPU performance over GPU performance for traditional machine learning algorithms.
- C. It is a reference architecture that is pre-validated by NetApp and NVIDIA to eliminate design complexity and ensure predictable performance for AI workloads.
- D. It is designed for small-scale, departmental AI projects and cannot be scaled.
Given the company's goal of combining physics-based simulations with AI-driven analytics on a shared data foundation, which industry trend does this project best represent?
- A. The replacement of all physical testing with digital simulations.
- B. The separation of AI and HPC into dedicated, air-gapped environments.
- C. The convergence of AI, High-Performance Computing (HPC), and analytics on a unified data infrastructure.
- D. The exclusive use of public cloud resources for all computational tasks.
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