Exam Name: HPE Private Cloud AI Solutions
Certification Provider: HP
Corresponding Certification: Hybrid Cloud
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HP HPE2-B08 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Deployment and Operations | - Lifecycle management of AI infrastructure - Monitoring and optimization - Deployment models for AI solutions |
| Data Management and Governance | - Data lifecycle management - Data governance and compliance |
| HPE Private Cloud AI Fundamentals | - Overview of private cloud AI concepts - Core AI workload characteristics |
| Security in Private Cloud AI | - Workload and data protection - Identity and access management |
| HPE GreenLake for AI Solutions | - Consumption-based IT model for AI - GreenLake architecture and services |
| AI Infrastructure Design | - Storage and data pipeline design - Compute and GPU considerations - Networking for AI workloads |
HPE Private Cloud AI Solutions Sample Questions:
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. RAG requirement, Power and cooling capacity, Desired software license term
- B. Number of users, Preferred GPU model, Data center location
- C. Use case, Number of users, RAG requirement
- D. Use case, Model choice, Network switch preference
Correct Answer: C 🗳️
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 learning rate used for training was set too low.
- B. The model has too few parameters to learn the features effectively.
- C. The model is overfitting to the training data and cannot generalize to new data.
- D. The model is underfitting due to an insufficient number of training epochs.
Correct Answer: C 🗳️
What is the primary advantage of using a Smart Template in OCA for HPE Private Cloud AI versus manually configuring a similar set of hardware?
- A. The Smart Template guarantees the lowest possible price for the hardware.
- B. The Smart Template allows the use of components from other vendors.
- C. The Smart Template ensures all necessary and validated components, including specific cables, power cords, and software SKUs, are included correctly.
- D. The Smart Template provides a 90-day free trial of the entire solution.
Correct Answer: C 🗳️
A customer wants to build a configuration in One Config Advanced (OCA) for the HPE Private Cloud AI "Large - Standard" solution.
Which key components should the architect expect the Smart Template to include in the Bill of Materials (BOM)? (Choose 2.)
- A. HPE ProLiant DL380a Gen11 servers with NVIDIA L40S GPUs.
- B. 4 worker nodes.
- C. HPE ProLiant DL380a Gen11 servers with NVIDIA H100 NVL GPUs.
- D. 8 worker nodes.
- E. HPE Cray compute nodes.
Correct Answer: B,C 🗳️
An AI application is being developed to analyze financial time-series data to predict stock market trends. The model needs to understand long-term dependencies and the sequence in which data points occur.
Which neural network architecture is specifically designed to handle sequential data like text or time- series?
- A. A fully connected, feedforward neural network
- B. Transformer model
- C. Convolutional Neural Network (CNN)
- D. K-Means Clustering Algorithm
Correct Answer: B 🗳️
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