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| Section | Weight | Objectives |
|---|
| Solution Sizing and Configuration | 17% | - Using HPE Intelligent Configurator for sizing - Building configurations via One Config Advanced (OCA) - Differences between configuration sizes and options
|
| Software Components of HPE Private Cloud AI with NVIDIA | 20% | - Benefits of HPE and NVIDIA software stack - Software functions supporting AI operations
|
| Customer Assessment and Solution Positioning | 15% | - Position appropriate HPE AI solutions - Assess AI maturity, workload characteristics and use cases
|
| Fundamental AI Concepts | 28% | - Impact of AI on industries and infrastructure requirements - General AI concepts, applications and workloads
|
| Infrastructure Components of HPE Private Cloud AI with NVIDIA | 20% | - Benefits of HPE and NVIDIA integrated infrastructure - Infrastructure capabilities for AI workload requirements
|
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HPE Private Cloud AI Solutions Sample Questions (Q72-Q77):
NEW QUESTION # 72
A hospital is developing an AI application to automatically detect specific anomalies in medical images like X-rays and MRIs. The task requires the model to learn and identify complex spatial patterns, such as the shapes and textures of tissues and potential tumors.
Which type of neural network architecture is specifically designed for and best suited to this kind of image analysis task? (Select all that apply.)
- A. A transformer-based model designed for Natural Language Processing (NLP)
- B. A model architecture that includes pooling layers to reduce spatial dimensions
- C. A Convolutional Neural Network (CNN)
- D. A basic, fully connected Artificial Neural Network (ANN)
- E. A model architecture that includes convolutional layers for feature extraction
Answer: B,C,E
NEW QUESTION # 73
What is the primary architectural advantage of the NVIDIA Grace Hopper Superchip (e.g., GH200) for large-scale AI workloads?
- A. It is the first NVIDIA GPU to feature fourth-generation Tensor Cores for enhanced matrix calculations.
- B. It uses on-chip encryption to create a confidential computing environment for the CPU.
- C. It combines a CPU and a GPU on a single superchip, connected by a high-speed, low-latency NVLink-C2C interconnect.
- D. It replaces the need for server memory (DRAM) by using the GPU's global memory exclusively.
Answer: C
NEW QUESTION # 74
An architect is building a final configuration for an HPE Private Cloud AI solution using One Config Advanced (OCA). After selecting the "HPE Private Cloud AI - Medium Expanded" Smart Template, they review the generated Bill of Materials (BOM).
Which components are characteristic of the Medium Expanded configuration that the architect should expect to see in the OCA-generated BOM? (Select all that apply.)
- A. 16x NVIDIA L40S GPUs
- B. 4x HPE ProLiant DL380a Gen11 Servers
- C. 2x HPE Aruba Networking CX 6300M Switches
- D. 2x NVIDIA SN4700M Switches
- E. 16x NVIDIA H100 NVL GPUs
- F. 1x HPE ProLiant DL380a Gen11 Server
Answer: A,B,C,D
NEW QUESTION # 75
A customer has selected the "HPE Private Cloud AI - Medium - Expanded" configuration.
Which of the following resource counts correctly describes this specific configuration?
- A. 4 worker nodes, 16 total H100 NVL GPUs, dual rack
- B. 8 worker nodes, 32 total H100 NVL GPUs, dual rack
- C. 4 worker nodes, 16 total L40S GPUs, single rack
- D. 2 worker nodes, 8 total L40S GPUs, single rack
Answer: C
NEW QUESTION # 76
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 is overfitting to the training data and cannot generalize to new data.
- C. The model is underfitting due to an insufficient number of training epochs.
- D. The model has too few parameters to learn the features effectively.
Answer: B
NEW QUESTION # 77
......
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