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| Section | Weight | Objectives |
|---|
| Architecting HPE Private Cloud AI Solutions | 20% | - Describe how HPE Private Cloud AI supports AI/ML workloads - Explain the HPE Private Cloud AI sizing and configuration guidelines - Explain common AI use cases and how they map to workloads - Describe the AI/ML lifecycle and data pipeline requirements - Identify components of the HPE Private Cloud AI architecture
|
| Supporting HPE Private Cloud AI Solutions | 20% | - Describe capacity planning and optimization best practices - Explain how to work with HPE support services - Identify how to perform firmware and software updates - Describe support resources and documentation
|
| Installing and Configuring HPE Private Cloud AI Solutions | 30% | - Describe the prerequisites for installing HPE Private Cloud AI - Identify the steps to configure the HPE Private Cloud AI environment - Describe how to validate the HPE Private Cloud AI installation - Explain how to deploy and configure HPE Private Cloud AI components - Identify how to access and use HPE Private Cloud AI management interfaces
|
| Managing and Operating HPE Private Cloud AI Solutions | 30% | - Explain backup and recovery procedures - Describe the tools and methods for managing HPE Private Cloud AI - 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
|
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HPE Private Cloud AI Solutions Sample Questions (Q85-Q90):
NEW QUESTION # 85
A customer needs a solution for their deployed customer service chatbot. They state: "We don't need to change the model itself, but we need the chatbot to answer questions using our product documentation, which is updated every night. The answers must be fast and based on the latest documents." How would you categorize this workload?
- A. A model development and experimentation workload.
- B. A classic AI inferencing workload.
- C. A large-scale model training workload.
- D. A RAG (Retrieval-Augmented Generation) inferencing workload.
Answer: D
NEW QUESTION # 86
An architect is in a discovery call with a customer who describes their project: "Our primary goal is to take our massive, proprietary dataset of chemical compound interactions and continuously update our foundational AI model's internal parameters to create a new, specialized model for drug discovery. This process runs 24/7 on a large GPU cluster." How should the architect classify this primary AI workload?
- A. AI Inferencing
- B. Edge Computing
- C. AI Model Training / Fine-tuning
- D. Retrieval-Augmented Generation (RAG)
Answer: C
NEW QUESTION # 87
A customer needs a solution for AI inferencing at the edge for a computer vision application. They have determined a Small configuration of HPE Private Cloud AI is sufficient. The solution also requires several value-added services, including an AI transformation workshop and a data design service.
How should an architect attach these services in One Config Advanced (OCA)?
- A. The services can be selected and added to the configuration as optional line items within OCA.
- B. The services must be quoted separately from the hardware and software configuration.
- C. The services are automatically included in the Smart Template and require no action.
- D. The architect must open a support ticket with HPE to have the services added to the quote.
Answer: A
NEW QUESTION # 88
A customer who is an "AI Beginner" wants to start an AI inferencing project at their edge locations.
Their goal is to analyze security camera feeds to help prevent theft. They have a limited budget and IT staff at the edge sites.
Which HPE AI solution is the most appropriate to position for this specific scenario?
- A. HPE Cray systems
- B. NVIDIA DGX Systems
- C. An HPE AI Services - Transformation Workshop
- D. AI-optimized HPE ProLiant DL servers
- E. HPE Private Cloud AI with NVIDIA
Answer: D
NEW QUESTION # 89
An architect is evaluating the high operational costs associated with their company's internal AI platform. The primary workload involves fine-tuning a 70-billion parameter LLM for various departmental tasks. The team reports that the GPU cluster utilization is low, and jobs often fail, requiring manual restarts.
They are reviewing the platform's configuration:
```
- Model: Llama 2 70B
- Task: Supervised Fine-Tuning
- Cluster Size: 16x nodes, each with 4x NVIDIA A100 GPUs
- Scheduling: Manual job submission via SSH scripts
- Data Management: Datasets manually copied to local storage on each node
- Collaboration: Code and models shared via a central Git repository
```
Which NVIDIA AI Enterprise component is specifically designed to address the challenges of low GPU utilization and manual job management in a multi-node training environment like this?
- A. HPE Machine Learning Development Environment
- B. NVIDIA Triton Inference Server
- C. NVIDIA RAPIDS
- D. NVIDIA NIM (NVIDIA Inference Microservices)
Answer: A
NEW QUESTION # 90
......
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