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| Section | Weight | Objectives |
|---|
| Topic 1: Design HPE Solutions for AI and HPC Workloads | 50% | - Infrastructure integration
- 1. Hybrid cloud architectures
- 2. Compute, storage, and networking integration
- 3. Scalability and resiliency design
- Solution architecture and design
- 1. Capacity planning
- 2. Performance optimization
- 3. Workload analysis
|
| Topic 2: Demonstrate AI Solutions | 10% | - AI solution demonstration
- 1. Solution positioning
- 2. Business value presentation
- 3. Customer use cases
|
| Topic 3: Manage Implementation and Startup of HPE AI and HPC Solutions | 2% | - Deployment and validation
- 1. Operational readiness
- 2. Implementation planning
- 3. Configuration verification
|
| Topic 4: Explain HPE Compute AI and HPC Solution Components and Architecture | 38% | - HPE Compute portfolio
- 1. HPE ProLiant servers
- 2. HPE Cray systems
- 3. HPE Synergy
- AI and HPC architectures
- 1. NVIDIA integration
- 2. GPU-accelerated computing
- 3. High-performance workload platforms
- Management and automation
- 1. HPE GreenLake
- 2. Lifecycle management
- 3. HPE OneView
|
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HP Advanced HPE Compute Architect Solutions Written Exam Sample Questions (Q80-Q85):
NEW QUESTION # 80
A customer wants to use the Spark framework included in HPE Private Cloud AI to ingress and process data stored in an external MinIO object store. The customer wants to avoid distributing the store's access and secret keys to AI Users.
What should you advise AI administrators to do?
- A. Create a custom spark image that is pre-integrated with the MinIO object store.
- B. Integrate the MinIO object store with the SSO and authorization framework provided by HPE Private Cloud AI's Keycloak.
- C. Replicate the data from the MinIO object store to a NAS store compatible with the HPE AI Essentials Data Volumes format.
- D. Set up an HPE AI Essentials data source to the MinIO object store.
Answer: D
Explanation:
HPE AI Essentials lets administrators connect external S3 object stores such as MinIO as data sources. Users can then access them from clients such as Spark without being given the access key or secret key.
Reference:
https://support.hpe.com/hpesc/public/docDisplay?docId=a00aie18hen_us&docLocale=en_US&pa ge=ManageClusters%2Fconnect-object-stores.html
NEW QUESTION # 81
A global customer operates five HPE OneView appliances in different regions and asks for a single view of all managed resources.
What should you recommend?
- A. Enable Remote Support to aggregate the appliances in the HPE Support Center
- B. Deploy HPE OneView Global Dashboard
- C. Configure OneView appliance clustering across regions
- D. Migrate all appliances into a single OneView instance
Answer: B
Explanation:
HPE OneView Global Dashboard aggregates inventory, health, and alerts from multiple OneView appliances into a single searchable view, with drill-down launch into the individual appliance for management actions. OneView appliances cannot be clustered for this purpose.
NEW QUESTION # 82
A customer is building a chatbot that incorporates an LLM. The customer wants to prevent the chatbot from responding to or generating toxic content.
What should you recommend to the customer?
- A. Use NVIDIA Evaluator to check the LLM's F1 score.
- B. Use NVIDIA NeMo Guardrails execution rails.
- C. Use NVIDIA Evaluator exact match checks.
- D. Use NVIDIA NeMo Guardrails input and output rails.
Answer: D
Explanation:
Input rails check and block toxic or unsafe user prompts before they reach the LLM, while output rails evaluate the model's generated response before it is returned to the user. NVIDIA documents toxicity detection as usable on both input and output rails.
Reference: https://docs.nvidia.com/nemo/guardrails/about-nemo-guardrails-library/rail-types
NEW QUESTION # 83
A retail customer has 400 ProLiant DL servers distributed across store locations with no local IT staff and no management appliance on site.
Which HPE solution should you recommend for firmware lifecycle management?
- A. HPE Compute Ops Management
- B. iLO Federation with a designated group leader per store
- C. HPE OneView deployed at the central data center
- D. HPE Systems Insight Manager with remote agents
Answer: A
Explanation:
HPE Compute Ops Management is a cloud-based service in the HPE GreenLake platform that provides firmware baseline management, monitoring, and reporting for distributed servers without requiring on-premises management infrastructure.
NEW QUESTION # 84
A customer asks about the options HPE Private Cloud AI includes out of the box for hyperparameter optimization (HPO) during fine-tuning.
What is one thing that you should explain?
- A. Administrators must expose the built-in Kuberay head service port 10001 externally in order to support Ray Tune.
- B. Users can apply HPO to any training code by uploading the code to the MLflow UI accessible from HPE AI Essentials out of the box.
- C. Users can run Katib experiments using the built-in Kubeflow framework, which includes several predefined trial templates.
- D. Administrators must install a Livy server with which users can run interactive HPO sessions.
Answer: C
Explanation:
HPE AI Essentials includes Kubeflow, and Kubeflow includes Katib for hyperparameter tuning experiments. The other options incorrectly map HPO to MLflow, Ray Tune exposure, or Spark/Livy.
Reference:
https://support.hpe.com/hpesc/public/docDisplay?docId=a00ecp55hen_us&docLocale=en_US&p age=reference%2Fkubernetes%2Fusing-kubernetes%2Fgeneral-functionality%2Ftutorials%2Fkubeflow%2FTutorial_Katib_Hyperparameter_Tuning.html
https://www.hpe.com/us/en/collaterals/collateral.a50014263enw.html
NEW QUESTION # 85
......
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