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Updated: Jun 10, 2026
No. of Questions: 77 Questions & Answers with Testing Engine
Download Limit: Unlimited
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Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:
1. Hotspot Question
A team is building a generative AI agent by using Retrieval-Augmented Generation (RAG) in Microsoft Foundry.
The team frequently updates prompt content. The team must be able to track changes across contributors while avoiding full application redeployments.
You need to enable rapid prompt iteration with traceability. Applications consuming the agent must be able to use updated prompts without requiring redeployment.
What should you configure for each requirement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
2. An organization maintains separate Azure Machine Learning workspaces for development and production.
Both environments must use the same validated assets without duplicating them.
Assets must be shared across workspaces while maintaining centralized governance and version control.
You need to enable reuse of assets across workspaces without copying them.
What should you do?
A) Publish the asset to an Azure Machine Learning registry.
B) Enable workspace-level Git integration and sync assets between repositories.
C) Create a shared Azure Machine Learning environment that includes the asset.
D) Publish the asset as a pipeline component.
3. A team develops and manages a conversational assistant by using Microsoft Foundry.
The team must be able to validate that the assistant does not produce hateful responses before the application is exposed to any users.
You need to evaluate the model output for hateful responses as part of a repeatable validation process.
Which evaluator should you configure first?
A) Groundedness
B) Protected material
C) Indirect attacks
D) Content safety
4. You must ensure full reproducibility of experiments including dataset, code, and environment across multiple runs and workspaces. Which combination of practices is MOST appropriate?
A) Environment + dataset + code versioning
B) Dataset versioning only
C) Logging metrics only
D) Git only
5. During training, pipelines occasionally fail due to schema mismatch caused by upstream data changes. You need a robust and automated solution that prevents invalid data from reaching training steps. What is the BEST approach?
A) Retrain manually when failure occurs
B) Add a data validation component in pipeline
C) Ignore schema differences
D) Use larger compute
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: A | Question # 5 Answer: B |
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