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| Section | Weight | Objectives |
|---|
| Topic 1: Solution Sizing and Configuration | 17% | - Using HPE Intelligent Configurator for sizing - Building configurations via One Config Advanced (OCA) - Differences between configuration sizes and options
|
| Topic 2: Customer Assessment and Solution Positioning | 15% | - Assess AI maturity, workload characteristics and use cases - Position appropriate HPE AI solutions
|
| Topic 3: Infrastructure Components of HPE Private Cloud AI with NVIDIA | 20% | - Infrastructure capabilities for AI workload requirements - Benefits of HPE and NVIDIA integrated infrastructure
|
| Topic 4: Fundamental AI Concepts | 28% | - General AI concepts, applications and workloads - Impact of AI on industries and infrastructure requirements
|
| Topic 5: Software Components of HPE Private Cloud AI with NVIDIA | 20% | - Software functions supporting AI operations - Benefits of HPE and NVIDIA software stack
|
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In the HPE Private Cloud AI Solutions (HPE2-B08) Web-based Practice Test, you will get the HPE2-B08 questions that are real and accurate. Furthermore, the HPE2-B08 practice exam works smoothly on all operating systems including Mac, Linux, IOS, Android, and Windows. it is a browser-based HPE Private Cloud AI Solutions (HPE2-B08) practice test software, there is no need for any specific software installation or additional plugins to function correctly.
HPE Private Cloud AI Solutions Sample Questions (Q83-Q88):
NEW QUESTION # 83
An AI development team is training a large language model that exceeds the memory capacity of a single GPU. To continue training, they need to distribute the workload across multiple GPUs within the same server.
Which combination of HPE server and NVIDIA technology is specifically designed to provide a high- bandwidth, direct communication path between GPUs, bypassing the PCIe bus for improved performance in multi-GPU training?
- A. HPE ProLiant DL325 Gen11 server with NVIDIA L4 GPUs
- B. HPE ProLiant DL380a Gen11 server with GPUDirect Storage (GDS)
- C. HPE Alletra Storage MP with RoCE-capable network adapters
- D. HPE ProLiant DL380a Gen12 server with an NVIDIA NVLink Bridge
Answer: D
NEW QUESTION # 84
A large financial institution, a known "Deployer of AI at scale," needs to train a next-generation fraud detection model. This new model has over a trillion parameters, significantly larger than their current models, and requires an exascale-class computing solution to be trained in a reasonable timeframe.
Which HPE AI solution should be positioned to meet this customer's demanding requirement?
- A. HPE GreenLake for File Storage
- B. HPE Private Cloud AI with NVIDIA, Large configuration
- C. HPE Cray systems
- D. AI-optimized HPE ProLiant DL servers
Answer: C
NEW QUESTION # 85
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 model has too few parameters to learn the features effectively.
- B. The learning rate used for training was set too low.
- C. The model is underfitting due to an insufficient number of training epochs.
- D. The model is overfitting to the training data and cannot generalize to new data.
Answer: D
NEW QUESTION # 86
A customer wants to deploy a turnkey private cloud for a variety of generative AI workloads, including RAG-based chatbots and some model fine-tuning. One of their key IT stakeholders is the data engineer.
Which specific challenge for a data engineer is directly addressed by the HPE Data Fabric component within HPE Private Cloud AI?
- A. The effort required to create and manage data pipelines and unify diverse, siloed data sources (files, objects, tables) into a single accessible platform.
- B. The difficulty of managing GPU cluster utilization for training jobs.
- C. The complexity of writing Python code in a Jupyter Notebook.
- D. The high cost of NVIDIA AI Enterprise software licenses.
Answer: A
NEW QUESTION # 87
A data science team is struggling to manage their AI/ML projects. They use a variety of open-source tools for data preparation, training, and MLOps, but integrating them is complex and time-consuming.
They need a unified platform that provides self-service access to a curated and pre-integrated set of these tools.
Which HPE Private Cloud AI software component is specifically designed to solve this problem?
- A. HPE GreenLake for File Storage
- B. NVIDIA NIM
- C. HPE AI Essentials
- D. HPE Intelligent Configurator
Answer: C
NEW QUESTION # 88
......
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