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| Section | Weight | Objectives |
|---|
| Topic 1: Architecting HPE Private Cloud AI Solutions | 20% | - Explain the HPE Private Cloud AI sizing and configuration guidelines - Identify components of the HPE Private Cloud AI architecture - Describe the AI/ML lifecycle and data pipeline requirements - Describe how HPE Private Cloud AI supports AI/ML workloads - Explain common AI use cases and how they map to workloads
|
| Topic 2: Installing and Configuring HPE Private Cloud AI Solutions | 30% | - Describe how to validate the HPE Private Cloud AI installation - Identify how to access and use HPE Private Cloud AI management interfaces - Explain how to deploy and configure HPE Private Cloud AI components - Describe the prerequisites for installing HPE Private Cloud AI - Identify the steps to configure the HPE Private Cloud AI environment
|
| Topic 3: Managing and Operating HPE Private Cloud AI Solutions | 30% | - Identify troubleshooting procedures and common issues - Describe the tools and methods for managing HPE Private Cloud AI - Explain backup and recovery procedures - Explain how to monitor HPE Private Cloud AI performance and health - Identify how to manage storage and data resources - Describe how to manage users and access control
|
| Topic 4: Supporting HPE Private Cloud AI Solutions | 20% | - Describe support resources and documentation - Identify how to perform firmware and software updates - Explain how to work with HPE support services - Describe capacity planning and optimization best practices
|
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HPE Private Cloud AI Solutions Sample Questions (Q69-Q74):
NEW QUESTION # 69
An architect is designing a high-performance computing environment for a customer with two distinct, demanding workloads:
1. A large-scale, multi-node deep learning model that requires the fastest possible server-to-server communication.
2. A data-intensive analytics workload that requires the fastest possible data ingestion from an HPE GreenLake for File Storage array.
Which combination of technologies from the HPE Private Cloud AI solution should the architect select to optimize both workloads? (Select all that apply.)
- A. Multi-Instance GPU (MIG) to partition GPUs for each workload.
- B. GPUDirect Storage (GDS) to enable a direct data path between storage and GPUs for the analytics workload.
- C. NVLink for intra-server GPU communication and RoCE for the server-to-server and server-to-storage fabric.
- D. InfiniBand for the server-to-server fabric and Fibre Channel for the storage fabric.
- E. A flat TCP/IP network for simplicity, relying on the speed of the 200GbE adapters.
Answer: B,C
NEW QUESTION # 70
An architect is comparing two different models for a text summarization task.
Model A: A Convolutional Neural Network (CNN)
*Model B: A Transformer-based model
Why is the Transformer-based model (Model B) fundamentally better suited for this task?
- A. Transformers use an attention mechanism to understand the contextual relationships between all words in the text, which is critical for summarization.
- B. Transformers can be trained without GPUs, unlike CNNs.
- C. CNNs require significantly more training data than Transformers.
- D. CNNs can only process images, not text.
Answer: A
NEW QUESTION # 71
An architect is assessing a customer's workloads to position the correct HPE Private Cloud AI configuration. The customer has a single, massive task: training a foundational vision model from scratch using a petabyte-scale image dataset. The project is expected to take months and requires the absolute maximum compute performance available.
Which AI workload type does this represent, and which HPE solution is most appropriate?
- A. Workload: AI Model Training; Solution: HPE Cray Systems
- B. Workload: RAG; Solution: HPE Private Cloud AI - Medium configuration
- C. Workload: AI Inferencing; Solution: AI-optimized HPE ProLiant DL servers
- D. Workload: Edge Computing; Solution: HPE ProLiant DL320 server
Answer: A
NEW QUESTION # 72
A customer states they need an AI solution for a "summarization" use case that will be accessed by approximately 75 concurrent users. The underlying data is updated frequently, so RAG will be required.
When using the HPE Intelligent Configurator, which three inputs are mandatory to get an initial sizing recommendation?
- A. Use case, Model choice, Network switch preference
- B. RAG requirement, Power and cooling capacity, Desired software license term
- C. Use case, Number of users, RAG requirement
- D. Number of users, Preferred GPU model, Data center location
Answer: C
NEW QUESTION # 73
An architect is building a final configuration for an HPE Private Cloud AI solution using One Config Advanced (OCA). After selecting the "HPE Private Cloud AI - Medium Expanded" Smart Template, they review the generated Bill of Materials (BOM).
Which components are characteristic of the Medium Expanded configuration that the architect should expect to see in the OCA-generated BOM? (Select all that apply.)
- A. 2x HPE Aruba Networking CX 6300M Switches
- B. 2x NVIDIA SN4700M Switches
- C. 1x HPE ProLiant DL380a Gen11 Server
- D. 16x NVIDIA L40S GPUs
- E. 4x HPE ProLiant DL380a Gen11 Servers
- F. 16x NVIDIA H100 NVL GPUs
Answer: A,B,D,E
NEW QUESTION # 74
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