2026 Network Appliance NS0-901: Latest NetApp Certified AI Expert Exam Related Certifications

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| Section | Objectives |
|---|
| AI Infrastructure and NetApp Solutions | - AI-ready data infrastructure
- 1. High-performance storage for AI workloads
- 2. Data pipeline optimization for AI/ML 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
|
| AI and Machine Learning Fundamentals | - Algorithm types
- 1. Reinforcement learning
- 2. Unsupervised learning
- 3. Supervised learning
- AI, ML, DL concepts
- 1. Differences between AI, machine learning, and deep learning
- 2. Training, inference, and prediction workflows
|
| AI Lifecycle and Deployment | - End-to-end AI lifecycle
- 1. Data ingestion and preparation
- 2. Model training and validation
- 3. Model deployment and monitoring
- Operational challenges
- 1. Data governance and management
- 2. Scalability and performance optimization
|
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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q25-Q30):
NEW QUESTION # 25
A network administrator, attempting to harden the security of the data center, modifies a firewall access control list (ACL). Immediately afterward, the "Advisor Assistant" application pods can no longer mount their required NFS volumes from the AFF A-Series. The MLOps team confirms the pods are stuck in a 'ContainerCreating' state with a 'MountVolume.SetUp failed... connection timed out' error. The administrator provides the new, active firewall rule:
RULE | ACTION | PROTOCOL | SOURCE_IP_RANGE | DEST_IP_RANGE | DEST_PORT --|--|-
|--||--51 | ALLOW | TCP | 10.20.5.0/24 | 10.20.10.0/24 | 2049
What is the most likely reason for the mount failures?
- A. The firewall rule is blocking the Portmapper/RPCbind service (TCP/UDP port 111), which is necessary for the initial NFS mount negotiation.
- B. The firewall rule is blocking the NFS lock manager (NLM) protocol, which is required for file locking.
- C. The 'SOURCE_IP_RANGE' is incorrect and does not include the Kubernetes pod IP addresses.
- D. The firewall rule is blocking the NFSv4 protocol, which requires TCP port 2050.
Answer: A
NEW QUESTION # 26
To comply with the security mandate, the architect must design a process to prevent client PII from the portfolio database from ever being included in the context sent to the LLM. Which two actions are required to build a robust and automated solution for this? (Choose 2.)
- A. Use BlueXP classification to perform an initial scan of the portfolio database to identify and tag all columns containing PII.
- B. Move the entire client portfolio database to an encrypted, air-gapped system.
- C. Implement a data preparation step in the RAG pipeline that programmatically masks or excludes any data fields tagged as PII before the context is constructed.
- D. Fine-tune the LLM on a sanitized dataset to teach it to ignore PII.
- E. Rely on a disclaimer in the chatbot UI telling advisors not to enter queries related to specific clients.
Answer: A,C
NEW QUESTION # 27
A research institute is designing an infrastructure to support its entire AI drug discovery pipeline.
The pipeline has two distinct workload requirements:
1. Training: A team of data scientists needs to train several large transformer models simultaneously using a 500 TB dataset of genomic sequences. This process requires maximum data throughput to keep the GPUs saturated.
2. Inference: Once trained, the models are deployed to an internal web portal where researchers submit individual protein sequences for analysis. These queries must return results with the lowest possible latency.
Which infrastructure design best satisfies both requirements? (Choose 2.)
- A. Configure QoS minimums on the training volumes to ensure they do not impact inference performance.
- B. Deploy a large NetApp ASA cluster with GPUDirect Storage enabled for the training environment.
- C. Use a single, large Cloud Volumes ONTAP instance in a public cloud to handle both workloads to simplify management.
- D. Use NetApp StorageGRID as the primary storage for both the training and low-latency inference workloads.
- E. Implement NetApp FlexCache on smaller nodes at the network edge to serve the inference requests.
Answer: B,E
NEW QUESTION # 28
A healthcare organization plans to use a large dataset of patient records to train a predictive model. Before training, they must identify and segregate all records containing Personally Identifiable Information (PII) to comply with privacy regulations. The data resides on an on- premises NetApp ONTAP cluster. The organization needs an automated tool to scan the data in- place and tag files containing PII without moving the data.
The project requirements are as follows:
Task: Identify PII in a large dataset.
Data_Location: On-premises ONTAP cluster.
Constraint: Data must not be moved from its source location for scanning.
Output: Tagged files containing PII.
Which NetApp tool is designed for this specific task?
- A. NetApp FlexCache
- B. NetApp BlueXP classification
- C. NetApp SnapMirror
- D. NetApp XCP
Answer: B
NEW QUESTION # 29
A junior administrator is attempting to delete an old, unused Snapshot copy from a production volume to reclaim space but receives an error. The administrator is certain they are using the correct command and have the appropriate 'vsadmin' role.
The command and error are shown below:
cluster-1::> volume snapshot delete -vserver svm_prod -volume app_data -snapshot nightly.2025- 06-15_0015 Error: command failed: This operation is not permitted. Deletion of Snapshot copy "nightly.2025-
06-15_0015" on volume "app_data" in Vserver "svm_prod" requires approval.
Use the "security multi-admin-verify approval show" command to view pending approvals.
What is the most likely reason the administrator cannot delete the Snapshot?
- A. The volume is protected by SnapLock, and the Snapshot has not reached its expiry date.
- B. The 'vsadmin' role does not have permission to delete Snapshots.
- C. Multi-Admin Verification (MAV) is enabled, and the destructive operation requires approval from another designated administrator.
- D. The Snapshot is locked by a SnapMirror relationship.
Answer: C
NEW QUESTION # 30
......
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