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| Section | Weight | Objectives |
|---|---|---|
| Cloud and Hybrid Cloud AI Deployment | 18% | - Cloud-native AI solutions and integration - Hybrid and multi-cloud AI architectures - NetApp cloud data services for AI - Data mobility and consistency across environments |
| AI Lifecycle | 27% | - Predictive vs generative AI - Data preparation and management for AI - AI lifecycle stages: design, training, deployment, monitoring - AI governance, ethics, and compliance - Model training, inference, and optimization |
| NetApp AI Solutions and Architecture | 25% | - ONTAP integration with AI frameworks - Storage architectures for AI workloads - NetApp AI-ready infrastructure components - Scalability and performance optimization for AI - Data management and data pipeline design |
| Security, Reliability, and Operations | 15% | - Cost management and efficiency - High availability and data protection - Monitoring, logging, and troubleshooting AI environments - Data security and access control for AI |
| AI Overview | 15% | - Convergence of AI, high-performance computing, and analytics - Algorithm types: supervised, unsupervised, reinforcement learning - AI, machine learning, and deep learning concepts - AI deployment models: on-premises, cloud, edge - AI industry use cases and applications |
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NEW QUESTION # 80
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?
Answer: D
NEW QUESTION # 81
An AI architect is planning the resource allocation for a new project. The primary task is to process millions of unlabeled customer reviews to identify naturally occurring groups or themes without any prior guidance.
The project requirements are summarized below:
Task: Discover hidden patterns in text data
Input_Data: 10 million unlabeled text reviews
Output: Clustered groups of related reviews
Supervision: None
Which type of machine learning algorithm is required for this task?
Answer: B
NEW QUESTION # 82
Which of the following are typical requirements for inferencing in AI models? (Choose two)
Answer: A,B
NEW QUESTION # 83
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?
Answer: B
NEW QUESTION # 84
A data scientist needs to test a new data normalization technique. To do this, they require an isolated, writable copy of a 50 TB curated simulation dataset that resides on the NetApp ASA system. The operation must be completed as quickly as possible and consume minimal additional storage space. Which NetApp technology is the most appropriate solution for this requirement?
Answer: C
NEW QUESTION # 85
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