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| Section | Weight | Objectives |
|---|
| Infrastructure Components of HPE Private Cloud AI with NVIDIA | 20% | - Benefits of HPE and NVIDIA integrated infrastructure - Infrastructure capabilities for AI workload requirements
|
| 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% | - Assess AI maturity, workload characteristics and use cases - Position appropriate HPE AI solutions
|
| Fundamental AI Concepts | 28% | - General AI concepts, applications and workloads - Impact of AI on industries and infrastructure requirements
|
| Solution Sizing and Configuration | 17% | - Using HPE Intelligent Configurator for sizing - Building configurations via One Config Advanced (OCA) - Differences between configuration sizes and options
|
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HPE Private Cloud AI Solutions Sample Questions (Q81-Q86):
NEW QUESTION # 81
A customer is using the HPE Intelligent Configurator to determine the correct size for an HPE Private Cloud AI solution. Their primary use case is a text generation chatbot for internal HR support.
What is the MOST critical piece of information the customer must provide to the sizing tool to get an accurate recommendation for the number and type of GPUs required?
- A. The estimated number of concurrent users who will be querying the chatbot.
- B. The brand of networking switches used in their existing data center fabric.
- C. The physical location of the data center where the solution will be deployed.
- D. The number of ML engineers who will maintain the model.
Answer: A
NEW QUESTION # 82
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 NIM (NVIDIA Inference Microservices)
- D. NVIDIA RAPIDS
Answer: A
NEW QUESTION # 83
An architect is explaining the structure of a simple Artificial Neural Network (ANN) to a client.
Review the following diagram of the network:
```
Input Layer Hidden Layer Output Layer
(Node) -- (Node) -- (Node)
(Node) / (Node) -\- (Node)
(Node) --/ (Node) / (Node)
```
Which component of the network is responsible for producing the final prediction, such as classifying an image as either a "cat" or a "dog"?
- A. Hidden Layer
- B. The connections between the Input and Hidden layers
- C. Input Layer
- D. Output Layer
Answer: D
NEW QUESTION # 84
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 complexity of writing Python code in a Jupyter Notebook.
- B. The difficulty of managing GPU cluster utilization for training jobs.
- C. The high cost of NVIDIA AI Enterprise software licenses.
- D. The effort required to create and manage data pipelines and unify diverse, siloed data sources (files, objects, tables) into a single accessible platform.
Answer: D
NEW QUESTION # 85
A customer is building an application to classify images of defective products on a manufacturing line.
Which type of neural network layer is essential for this model to automatically learn and identify visual features like edges, corners, and textures in the images?
- A. A dense (fully connected) layer
- B. A recurrent layer
- C. A convolutional layer
- D. An output layer with a softmax function
Answer: C
NEW QUESTION # 86
......
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