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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Overview | 15% | - AI deployment models: on-premises, cloud, edge - AI, machine learning, and deep learning concepts - Convergence of AI, high-performance computing, and analytics - Algorithm types: supervised, unsupervised, reinforcement learning - AI industry use cases and applications |
| Topic 2: 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 |
| Topic 3: Security, Reliability, and Operations | 15% | - Data security and access control for AI - High availability and data protection - Monitoring, logging, and troubleshooting AI environments - Cost management and efficiency |
| Topic 4: NetApp AI Solutions and Architecture | 25% | - ONTAP integration with AI frameworks - Data management and data pipeline design - NetApp AI-ready infrastructure components - Scalability and performance optimization for AI - Storage architectures for AI workloads |
| Topic 5: AI Lifecycle | 27% | - AI governance, ethics, and compliance - Model training, inference, and optimization - Data preparation and management for AI - AI lifecycle stages: design, training, deployment, monitoring - Predictive vs generative AI |
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NEW QUESTION # 105
Which of the following best describes the difference between data lakes, data warehouses, and lakehouses?
Answer: B
NEW QUESTION # 106
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 # 107
The firm has acquired a competitor, and the volume of proprietary documents for the "Advisor Assistant" is expected to triple, exceeding the capacity of the current StorageGRID data lake. The architect needs to expand the data lake's capacity non-disruptively.
The current StorageGRID status is:
System_Health: Nominal
Node_Count: 6 (3 Storage Nodes, 3 Admin/Gateway Nodes)
Usable_Capacity: 1.5 PB
Used_Capacity: 1.4 PB (93%)
What is the standard procedure for scaling the capacity of the on-premises NetApp StorageGRID system?
Answer: B
NEW QUESTION # 108
A training job on one of the NVIDIA DGX servers is running slowly. A performance engineer runs the 'dstat' command on the server and captures the following output during the job execution.
-total-cpu-usage- -dsk/total- -net/total- paging-- system-- usr sys idl wai hiq siq| read writ| recv send| in out | int csw 15 5 70 10 0 0| 1.2G 15.0M| 1.2G 12.0M| 0 0 | 15k 35k
14 6 69 11 0 0| 1.2G 14.3M| 1.2G 11.8M| 0 0 | 14k 33k
16 5 68 11 0 0| 1.2G 16.1M| 1.2G 13.1M| 0 0 | 16k 36k
The server is connected to the NetApp ASA via a 100GbE (12.5 GB/s) network.
What is the most likely performance bottleneck based on this data?
Answer: C
NEW QUESTION # 109
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: A,C
NEW QUESTION # 110
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