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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Overview | 15% | - AI, machine learning, and deep learning concepts - Algorithm types: supervised, unsupervised, reinforcement learning - AI deployment models: on-premises, cloud, edge - Convergence of AI, high-performance computing, and analytics - AI industry use cases and applications |
| Topic 2: NetApp AI Solutions and Architecture | 25% | - Scalability and performance optimization for AI - ONTAP integration with AI frameworks - Data management and data pipeline design - NetApp AI-ready infrastructure components - Storage architectures for AI workloads |
| Topic 3: Security, Reliability, and Operations | 15% | - Cost management and efficiency - Monitoring, logging, and troubleshooting AI environments - Data security and access control for AI - High availability and data protection |
| Topic 4: AI Lifecycle | 27% | - AI governance, ethics, and compliance - Data preparation and management for AI - Model training, inference, and optimization - Predictive vs generative AI - AI lifecycle stages: design, training, deployment, monitoring |
| Topic 5: Cloud and Hybrid Cloud AI Deployment | 18% | - Hybrid and multi-cloud AI architectures - NetApp cloud data services for AI - Cloud-native AI solutions and integration - Data mobility and consistency across environments |
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NEW QUESTION # 83
The company's compliance officer mandates that all raw simulation data in the StorageGRID data lake must be protected from modification or deletion for a period of seven years. Which two StorageGRID features should be implemented to meet this strict, long-term data immutability requirement? (Choose 2.)
Answer: C,E
NEW QUESTION # 84
An internal audit requires the firm to prove the exact state of the financial product documentation that was used by the chatbot to answer a specific query from last Tuesday. The query log shows the request was processed at '2025-07-11T14:30:00Z'. The data pipeline that updates the vector database runs daily at midnight.
Which NetApp technology allows the team to instantly access an immutable, point-in-time version of the vector database volume as it existed on that specific day?
Answer: B
NEW QUESTION # 85
An organization wants to provide its data science team with a secure, on-demand method for using a powerful generative AI model with their private, sensitive corporate data. The solution must ensure that the private data is never exposed to the public internet or the public LLM API endpoint.
The architect is designing a solution using BlueXP.
Which two components are essential for building this secure solution? (Choose 2.)
Answer: B,E
NEW QUESTION # 86
Which of the following are typical requirements for inferencing in AI models? (Choose two)
Answer: A,D
NEW QUESTION # 87
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: C
NEW QUESTION # 88
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