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Network Appliance NS0-901 Exam Syllabus Topics:

SectionObjectives
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?

                                    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?

                                    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.)

                                    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?

                                    Answer: B


                                    NEW QUESTION # 105
                                    What is the primary role of NetApp Trident in a Kubernetes environment designed for AI workloads?

                                    Answer: D


                                    NEW QUESTION # 106
                                    ......

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