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| Section | Weight | Objectives |
|---|
| Software Components of HPE Private Cloud AI with NVIDIA | 20% | - Benefits of HPE and NVIDIA software stack - Software functions supporting AI operations
|
| Fundamental AI Concepts | 28% | - Impact of AI on industries and infrastructure requirements - General AI concepts, applications and workloads
|
| Solution Sizing and Configuration | 17% | - Building configurations via One Config Advanced (OCA) - Using HPE Intelligent Configurator for sizing - Differences between configuration sizes and options
|
| Infrastructure Components of HPE Private Cloud AI with NVIDIA | 20% | - Benefits of HPE and NVIDIA integrated infrastructure - Infrastructure capabilities for AI workload requirements
|
| Customer Assessment and Solution Positioning | 15% | - Assess AI maturity, workload characteristics and use cases - Position appropriate HPE AI solutions
|
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HPE Private Cloud AI Solutions Sample Questions (Q40-Q45):
NEW QUESTION # 40
An architect is designing a high-performance computing environment for a customer with two distinct, demanding workloads:
1. A large-scale, multi-node deep learning model that requires the fastest possible server-to-server communication.
2. A data-intensive analytics workload that requires the fastest possible data ingestion from an HPE GreenLake for File Storage array.
Which combination of technologies from the HPE Private Cloud AI solution should the architect select to optimize both workloads? (Select all that apply.)
- A. GPUDirect Storage (GDS) to enable a direct data path between storage and GPUs for the analytics workload.
- B. Multi-Instance GPU (MIG) to partition GPUs for each workload.
- C. InfiniBand for the server-to-server fabric and Fibre Channel for the storage fabric.
- D. NVLink for intra-server GPU communication and RoCE for the server-to-server and server-to-storage fabric.
- E. A flat TCP/IP network for simplicity, relying on the speed of the 200GbE adapters.
Answer: A,D
NEW QUESTION # 41
In a Natural Language Processing (NLP) task, what is the role of a tokenizer?
- A. To train the neural network using backpropagation.
- B. To convert a sentence of raw text into a sequence of numerical tokens that a model can process.
- C. To apply a final activation function to determine the output class.
- D. To encrypt the input text to ensure data privacy during model training.
Answer: B
NEW QUESTION # 42
An organization is using HPE Private Cloud AI to manage a large, multi-tenant Kubernetes environment for its data science teams. They need to ensure that data access is securely managed and that each team's data is isolated within a logical, policy-driven boundary. Additionally, they need to store and access data from multiple sources, including NFS clients and S3-compatible object stores.
Which software components of the HPE Private Cloud AI stack work together to provide this unified, policy-driven, multi-protocol data access? (Select all that apply.)
- A. HPE AI Essentials
- B. HPE Data Fabric
- C. HPE GreenLake for File Storage
- D. NVIDIA NIM (NVIDIA Inference Microservices)
- E. Kyverno
Answer: B,E
NEW QUESTION # 43
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. An HPE AI Services - Transformation Workshop
- B. AI-optimized HPE ProLiant DL servers
- C. HPE Cray systems
- D. HPE Private Cloud AI with NVIDIA
- E. NVIDIA DGX Systems
Answer: B
NEW QUESTION # 44
An IT director for a regional retail chain tells you they are "doing AI." Upon further questioning, you learn they have one data scientist who has built a single, experimental sales forecasting model as a proof-of-concept (PoC). The project lacks clear KPIs for success and there is no formal strategy for how to productionize it or what to do next.
How would you classify this customer's AI maturity level?
- A. AI Beginner
- B. AI Pro
- C. Deployer of AI at scale
- D. AI Curious
Answer: A
NEW QUESTION # 45
......
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