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Network Appliance NS0-901 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Lifecycle27%- Data preparation and management for AI
- AI governance, ethics, and compliance
- AI lifecycle stages: design, training, deployment, monitoring
- Predictive vs generative AI
- Model training, inference, and optimization
Topic 2: Security, Reliability, and Operations15%- Data security and access control for AI
- High availability and data protection
- Monitoring, logging, and troubleshooting AI environments
- Cost management and efficiency
Topic 3: NetApp AI Solutions and Architecture25%- Storage architectures for AI workloads
- Data management and data pipeline design
- Scalability and performance optimization for AI
- ONTAP integration with AI frameworks
- NetApp AI-ready infrastructure components
Topic 4: Cloud and Hybrid Cloud AI Deployment18%- Hybrid and multi-cloud AI architectures
- Data mobility and consistency across environments
- NetApp cloud data services for AI
- Cloud-native AI solutions and integration
Topic 5: AI Overview15%- AI, machine learning, and deep learning concepts
- Convergence of AI, high-performance computing, and analytics
- AI deployment models: on-premises, cloud, edge
- Algorithm types: supervised, unsupervised, reinforcement learning
- AI industry use cases and applications

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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q57-Q62):

NEW QUESTION # 57
The data pipeline that updates the vector database from the StorageGRID data lake fails. An MLOps engineer uses the BlueXP API to check the status of the copy and sync job responsible for moving new documents to a staging area for processing.
The API returns the following JSON response:
{
"id": "rel_5f8g7h2k",
"volumeName": "product_docs_source",
"svmName": "svm_datalake",
"relationshipStatus": "FAILED",
"s3Location": "s3://vector-staging-bucket/latest/",
"progress": 87,
"failureMessage": "Sync failed.
Target credentials invalid. Check permissions for data broker 'db-gcp-1' on target bucket 'vector- staging-bucket'."
}
Based on this output, what is the most direct cause of the pipeline failure?

Answer: C


NEW QUESTION # 58
The data anonymization job, running in a Kubernetes pod, fails. The pod logs show a "Permission Denied" error when trying to access the source volume on the on-premises ASA. An administrator checks the export policy rule for the volume.
The active rule is as follows:
Rule_Index: 1
Client_Match: 10.50.0.0/16
Protocols: nfs4
Read_Only_Access: sys
Read_Write_Access: -
Superuser_Access: none
The Kubernetes pod that failed has an IP address of '10.60.5.10'.
What is the cause of the "Permission Denied" error?

Answer: B


NEW QUESTION # 59
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: D


NEW QUESTION # 60
An AI platform is suffering from poor performance during distributed training jobs. The training data resides on a single, large NFS volume. Monitoring shows that while the overall network throughput to the storage system is high, individual GPU nodes experience significant I/O wait times, and the single ONTAP volume is becoming a performance bottleneck. The goal is to re- architect the storage layout to maximize read parallelism and throughput for the training cluster.
Which two actions should the architect take to address this performance bottleneck? (Choose 2.)

Answer: D,E


NEW QUESTION # 61
A national research laboratory is investing in a turnkey AI infrastructure solution. Their primary goal is to eliminate the complexity and risk of designing and integrating the compute, network, and storage components themselves. The solution must be pre-validated by the vendors to deliver predictable, linear performance as they scale from one to multiple compute nodes. Which two options represent this type of pre-validated, converged infrastructure solution for AI? (Choose two)

Answer: D,E


NEW QUESTION # 62
......

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