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| Section | Weight | Objectives |
|---|
| Topic 1: 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 the prerequisites for installing HPE Private Cloud AI - Describe how to validate the HPE Private Cloud AI installation - Identify the steps to configure the HPE Private Cloud AI environment
|
| Topic 2: 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
|
| Topic 3: Managing and Operating HPE Private Cloud AI Solutions | 30% | - Describe how to manage users and access control - Identify how to manage storage and data resources - Identify troubleshooting procedures and common issues - Explain how to monitor HPE Private Cloud AI performance and health - Explain backup and recovery procedures - Describe the tools and methods for managing HPE Private Cloud AI
|
| Topic 4: Architecting HPE Private Cloud AI Solutions | 20% | - Identify components of the HPE Private Cloud AI architecture - Describe the AI/ML lifecycle and data pipeline requirements - Explain the HPE Private Cloud AI sizing and configuration guidelines - Describe how HPE Private Cloud AI supports AI/ML workloads - Explain common AI use cases and how they map to workloads
|
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HPE Private Cloud AI Solutions Sample Questions (Q80-Q85):
NEW QUESTION # 80
You are in a meeting with the VP of Manufacturing for a large industrial company. She describes their AI program as follows:
"We have a formal Center of Excellence for AI that reports directly to the CTO. Our strategy is to scale our successful predictive maintenance models across all 25 of our global plants. We have standardized on a consistent cloud and data governance strategy for all AI projects and have clear ROI targets for reducing downtime." Based on this description, which AI maturity level best describes this customer?
- A. AI Beginner
- B. AI Pro
- C. Early AI user
- D. AI Curious
Answer: B
NEW QUESTION # 81
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 automatically fine-tunes the model on new data to improve its accuracy.
- B. NIM provisions the underlying Kubernetes cluster and physical servers.
- C. NIM provides a framework that packages the model into an optimized, ready-to-deploy container with a standard API.
- D. NIM directly connects to the raw data sources to perform data preparation and cleaning.
Answer: C
NEW QUESTION # 82
A development team reports that their custom-trained Large Language Model (LLM) is "hallucinating"
- generating factually incorrect or nonsensical information, especially when asked questions outside the scope of its training data. The model was created by fine-tuning a foundation model on a large but static internal dataset. The team wants to improve the model's factual accuracy and reliability without embarking on a new, large-scale training project.
Which are the most appropriate strategies to mitigate this issue? (Choose 2.)
- A. Reduce the "temperature" setting during inference to make the model's output less random and more focused.
- B. Increase the number of hidden layers in the model's architecture.
- C. Retrain the model from scratch using a much larger and more diverse public dataset.
- D. Apply stricter content moderation and safety guardrails to the model's output.
- E. Implement a Retrieval-Augmented Generation (RAG) framework to provide the model with verifiable, external context at inference time.
Answer: A,E
NEW QUESTION # 83
A financial services firm is building a fraud detection application on HPE Private Cloud AI. The application needs to process a continuous stream of transaction data from multiple sources in real time.
The data science team requires a robust platform to build, manage, and execute the complex data pipelines needed to feed the AI model.
Which pre-integrated open-source tool within HPE AI Essentials is the industry standard for orchestrating and managing these complex data workflows and pipelines?
- A. Apache Airflow
- B. JupyterLab
- C. Kyverno
- D. Prometheus
Answer: A
NEW QUESTION # 84
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 Model Training / Fine-tuning
- B. AI Inferencing
- C. Edge Computing
- D. Retrieval-Augmented Generation (RAG)
Answer: A
NEW QUESTION # 85
......
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