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| Section | Weight | Objectives |
|---|
| Topic 1: Managing and Operating HPE Private Cloud AI Solutions | 30% | - Explain backup and recovery procedures - Identify troubleshooting procedures and common issues - Describe how to manage users and access control - Explain how to monitor HPE Private Cloud AI performance and health - Identify how to manage storage and data resources - Describe the tools and methods for managing HPE Private Cloud AI
|
| Topic 2: Architecting HPE Private Cloud AI Solutions | 20% | - Explain the HPE Private Cloud AI sizing and configuration guidelines - Describe how HPE Private Cloud AI supports AI/ML workloads - Describe the AI/ML lifecycle and data pipeline requirements - Explain common AI use cases and how they map to workloads - Identify components of the HPE Private Cloud AI architecture
|
| Topic 3: Installing and Configuring HPE Private Cloud AI Solutions | 30% | - Explain how to deploy and configure HPE Private Cloud AI components - Identify how to access and use HPE Private Cloud AI management interfaces - Describe how to validate the HPE Private Cloud AI installation - Identify the steps to configure the HPE Private Cloud AI environment - Describe the prerequisites for installing HPE Private Cloud AI
|
| Topic 4: Supporting HPE Private Cloud AI Solutions | 20% | - Identify how to perform firmware and software updates - Describe capacity planning and optimization best practices - Describe support resources and documentation - Explain how to work with HPE support services
|
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HPE Private Cloud AI Solutions Sample Questions (Q19-Q24):
NEW QUESTION # 19
After an architect selects the "HPE Private Cloud AI - Large - Expanded" Smart Template in OCA, they see it includes a significant number of "HPE Factory Express Complex Unit of SVC" services.
What is the purpose of these bundled services?
- A. To cover the pre-integration and configuration of the entire solution at an HPE factory before shipment.
- B. To allow the customer to exchange the hardware for the next generation at no cost.
- C. To provide on-site training for the customer's data science team.
- D. To provide a credit for future software purchases on the HPE GreenLake cloud.
Answer: A
NEW QUESTION # 20
After using the HPE Intelligent Configurator, an architect reviews the output for a proposed HPE Private Cloud AI solution.
In addition to the BOM, what other critical information does the tool provide that is essential for site readiness planning? (Select all that apply.)
- A. A list of recommended AI models for the specified use case.
- B. A list of recommended HPE education courses for the IT staff.
- C. A sample Python script for running the first inference job.
- D. The total weight of the solution for data center floor loading considerations.
- E. The estimated power consumption in kW per rack.
Answer: A,D,E
NEW QUESTION # 21
A data science team has trained a deep learning model for image classification. While the model achieves 99.8% accuracy on the training dataset, its accuracy drops to only 75% on a new, unseen validation dataset.
The team provides the following training metrics:
```
- Training Epochs: 500
- Training Dataset Size: 1,000 images
- Model Parameters: 15 million
- Training Accuracy: 99.8%
- Validation Accuracy: 75.3%
```
What is the most likely cause of this performance discrepancy?
- A. The model has too few parameters to learn the features effectively.
- B. The model is underfitting due to an insufficient number of training epochs.
- C. The learning rate used for training was set too low.
- D. The model is overfitting to the training data and cannot generalize to new data.
Answer: D
NEW QUESTION # 22
A customer is building an application to classify images of defective products on a manufacturing line.
Which type of neural network layer is essential for this model to automatically learn and identify visual features like edges, corners, and textures in the images?
- A. A dense (fully connected) layer
- B. A recurrent layer
- C. An output layer with a softmax function
- D. A convolutional layer
Answer: D
NEW QUESTION # 23
What is the primary purpose of using RDMA over Converged Ethernet (RoCE) in the AI interconnect fabric of an HPE Private Cloud AI solution?
- A. To partition a single physical network adapter into multiple virtual adapters for different tenants.
- B. To guarantee packet delivery over lossy internet connections using the TCP protocol.
- C. To encrypt data in transit between compute nodes and storage.
- D. To allow direct memory-to-memory data transfers between nodes, bypassing the CPU kernel and reducing latency.
Answer: D
NEW QUESTION # 24
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