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| Section | Objectives |
|---|
| Topic 1: Data Management and Governance | - Data governance and compliance - Data lifecycle management
|
| Topic 2: HPE GreenLake for AI Solutions | - GreenLake architecture and services - Consumption-based IT model for AI
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| Topic 3: AI Infrastructure Design | - Storage and data pipeline design - Networking for AI workloads - Compute and GPU considerations
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| Topic 4: HPE Private Cloud AI Fundamentals | - Core AI workload characteristics - Overview of private cloud AI concepts
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| Topic 5: Deployment and Operations | - Monitoring and optimization - Lifecycle management of AI infrastructure - Deployment models for AI solutions
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| Topic 6: Security in Private Cloud AI | - Identity and access management - Workload and data protection
|
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HPE Private Cloud AI Solutions Sample Questions (Q19-Q24):
NEW QUESTION # 19
When a developer deploys an AI model using an NVIDIA Inference Microservice (NIM) on HPE Private Cloud AI, the NIM automatically detects the underlying NVIDIA GPU hardware.
The developer sees the following status message upon deployment:
```
NIM Status:
- Model: mistral-7b-instruct-v0.2
- Status: Running
- Engine Profile: Selected 'TensorRT-LLM FP8' for optimal latency on detected Hopper-class GPU.
```
What does the selection of the 'TensorRT-LLM FP8' engine profile indicate?
- A. The model is being automatically fine-tuned by the NIM using the TensorRT framework.
- B. The underlying GPU supports the Hopper architecture, and NIM has optimized the model using a lower precision format for faster performance.
- C. The NIM container is running on a CPU-only node and is emulating a GPU.
- D. The NIM container has failed because it requires an FP32 profile to run.
Answer: B
NEW QUESTION # 20
A customer who is an "AI Beginner" wants to start an AI inferencing project at their edge locations.
Their goal is to analyze security camera feeds to help prevent theft. They have a limited budget and IT staff at the edge sites.
Which HPE AI solution is the most appropriate to position for this specific scenario?
- A. HPE Cray systems
- B. HPE Private Cloud AI with NVIDIA
- C. An HPE AI Services - Transformation Workshop
- D. AI-optimized HPE ProLiant DL servers
- E. NVIDIA DGX Systems
Answer: D
NEW QUESTION # 21
In a Natural Language Processing (NLP) task, what is the role of a tokenizer?
- A. To train the neural network using backpropagation.
- B. To apply a final activation function to determine the output class.
- C. To encrypt the input text to ensure data privacy during model training.
- D. To convert a sentence of raw text into a sequence of numerical tokens that a model can process.
Answer: D
NEW QUESTION # 22
A customer explains that their data engineers are spending too much time managing disparate data pipelines with a complex set of open-source tools. They are an 'Early AI User' trying to standardize their approach.
Which value proposition of HPE Private Cloud AI directly addresses this specific stakeholder's pain point?
- A. It includes HPE AI Essentials, which provides a unified platform with pre-integrated data pipeline and workflow tools like Apache Airflow and Spark.
- B. Its management plane uses three redundant HPE ProLiant DL325 servers for high availability.
- C. It offers a choice of NVIDIA GPUs to accelerate model training.
- D. It can be deployed in a colocation facility through HPE GreenLake.
Answer: A
NEW QUESTION # 23
A customer needs a solution for their deployed customer service chatbot. They state: "We don't need to change the model itself, but we need the chatbot to answer questions using our product documentation, which is updated every night. The answers must be fast and based on the latest documents." How would you categorize this workload?
- A. A RAG (Retrieval-Augmented Generation) inferencing workload.
- B. A model development and experimentation workload.
- C. A classic AI inferencing workload.
- D. A large-scale model training workload.
Answer: A
NEW QUESTION # 24
......
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