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| Section | Weight | Objectives |
|---|
| Topic 1: Supporting HPE Private Cloud AI Solutions | 20% | - Identify how to perform firmware and software updates - Describe capacity planning and optimization best practices - Explain how to work with HPE support services - Describe support resources and documentation
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| Topic 2: Installing and Configuring HPE Private Cloud AI Solutions | 30% | - Explain how to deploy and configure HPE Private Cloud AI components - 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 - Identify how to access and use HPE Private Cloud AI management interfaces
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| Topic 3: Managing and Operating HPE Private Cloud AI Solutions | 30% | - Describe the tools and methods for managing HPE Private Cloud AI - Explain how to monitor HPE Private Cloud AI performance and health - Describe how to manage users and access control - Identify troubleshooting procedures and common issues - Explain backup and recovery procedures - Identify how to manage storage and data resources
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| Topic 4: Architecting HPE Private Cloud AI Solutions | 20% | - Describe the AI/ML lifecycle and data pipeline requirements - Explain common AI use cases and how they map to workloads - Explain the HPE Private Cloud AI sizing and configuration guidelines - Identify components of the HPE Private Cloud AI architecture - Describe how HPE Private Cloud AI supports AI/ML workloads
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HPE Private Cloud AI Solutions Sample Questions (Q30-Q35):
NEW QUESTION # 30
A global logistics company is designing an enterprise-grade AI solution. The project has two main goals:
1. Goal 1: Develop a highly accurate, proprietary logistics optimization model by fine-tuning a foundation model on the company's massive, confidential shipping dataset (20TB). This requires a secure, high- performance, multi-node training environment.
2. Goal 2: Deploy a generative AI-powered chatbot for the customer service department. The chatbot must provide real-time shipment status and answer policy questions based on a knowledge base that is updated hourly.
The company is classified as an 'AI Pro,' with a formal AI strategy and a Center of Excellence, but they want a turnkey solution to accelerate time-to-market.
Which components and strategies should the architect propose to meet all the customer's requirements?
(Select all that apply.)
```
Customer Profile:
- Industry: Global Logistics
- AI Maturity: AI Pro
- Key Workloads: Large-scale Fine-Tuning, Real-time RAG
- Desired Solution: Turnkey, enterprise-grade private cloud
```
- A. Rely solely on public cloud services for the fine-tuning job to avoid capital expenditure on high- performance GPUs.
- B. Recommend that the customer build their own solution from individual components to have maximum control.
- C. Implement a Retrieval-Augmented Generation (RAG) architecture for the customer service chatbot to ensure it uses the latest, hourly-updated information.
- D. Use HPE AI Essentials to manage the training cluster, providing features like experiment tracking and optimized resource scheduling for the fine-tuning job.
- E. Use the HPE Private Cloud AI Large configuration with NVIDIA H100 GPUs to provide the necessary performance for the large-scale fine-tuning task.
- F. Position Al-optimized HPE ProLiant DL servers at the edge for the fine-tuning workload to reduce data transfer costs.
Answer: C,D,E
NEW QUESTION # 31
A customer needs to run a generative AI workload at multiple, dispersed edge locations. Each location has significant space and power constraints. The workload is inference-only and does not require the absolute highest performance, but rather a balance of good performance and energy efficiency.
Which HPE ProLiant server and NVIDIA GPU combination is specifically positioned for this type of edge AI use case?
- A. HPE ProLiant DL380a server with NVIDIA H100 NVL GPUs
- B. HPE Cray system with NVIDIA Grace Hopper Superchips
- C. HPE ProLiant DL320 Gen11 server with NVIDIA L4 GPUs
- D. HPE ProLiant DL384 Gen12 server with NVIDIA H200 NVL GPUs
Answer: C
NEW QUESTION # 32
A customer at the 'Early AI User' maturity stage wants to begin using generative AI. Their primary concern is the complexity of deploying and managing the AI software stack. They are looking for a solution that accelerates their journey by providing a pre-integrated, enterprise-supported software platform for both development and deployment.
How do the software components of HPE Private Cloud AI address this customer's main challenge?
(Select all that apply.)
```
Customer Profile:
- Maturity: Early AI User
- Main Challenge: Complexity of AI software stack
- Goal: Accelerate adoption of generative AI
```
- A. NVIDIAAI Enterprise provides enterprise-grade support, security, and API stability for the entire AI software stack.
- B. The solution requires the customer to manually integrate all software components, which promotes learning.
- C. HPE AI Essentials provides a unified, self-service platform with curated open-source tools, eliminating integration complexity.
- D. NVIDIA NIMs drastically simplify the deployment of pre-trained models into production-ready microservices.
- E. The software stack is limited to only HPE-developed tools to ensure a single point of contact.
Answer: A,C,D
NEW QUESTION # 33
A company has developed a custom fraud detection model. Their data science team wants to deploy this model into production for other applications to use. They want to avoid the complexity of manually configuring the serving environment, optimizing for hardware, and creating a scalable API endpoint.
How does using an NVIDIA Inference Microservice (NIM) within HPE Private Cloud AI simplify this process?
- A. NIM provides a framework that packages the model into an optimized, ready-to-deploy container with a standard API.
- B. NIM automatically fine-tunes the model on new data to improve its accuracy.
- C. NIM provisions the underlying Kubernetes cluster and physical servers.
- D. NIM directly connects to the raw data sources to perform data preparation and cleaning.
Answer: A
NEW QUESTION # 34
An architect is presenting to a customer who is an 'Early AI User'. The customer is unsure about the differences between their two main project ideas.
Project 1: Create an internal chatbot that can answer HR policy questions by accessing the live employee handbook stored on a shared drive.
Project 2: Teach a general-purpose chatbot to adopt the company's formal communication style and tone for drafting official press releases.
How should the architect categorize the primary AI task for each project? (Choose 2.)
- A. Project 1 is a model training workload.
- B. Project 1 is a RAG (Retrieval-Augmented Generation) workload.
- C. Project 2 is a fine-tuning workload.
- D. Project 2 is a classic inferencing workload with no model customization.
Answer: B,C
NEW QUESTION # 35
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