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Updated: Jun 09, 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
You are reviewing a dataset that will be used for an advanced fine-tuning job in Microsoft Foundry.
The fine-tuning job uses preference comparison data.
You review the following dataset excerpt.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
2. You deploy a model to production but do not have labeled data available for evaluating prediction accuracy. However, you must monitor model health continuously. What is the BEST strategy?
A) Use data drift detection
B) Disable monitoring
C) Monitor accuracy metrics
D) Perform manual evaluation only
3. A team is developing a generative AI assistant. The team is experimenting with multiple prompt variants to improve the user experience.
When comparing prompt variants, the team plans to assess whether the generated responses are grammatically correct.
You need to evaluate the quality of the language from the generated responses.
Which evaluator should you use?
A) Fluency
B) Coherence
C) Textual similarity
D) Grounded ness
4. A financial services company is deploying Microsoft Foundry to host generative AI workloads that process regulated customer data. The Microsoft Foundry environment must prevent any public network exposure while still allowing services managed by Microsoft Foundry to communicate with dependent Azure resources.
Security auditors require that all traffic to and from the Microsoft Foundry resource remain on private networks, with no public endpoints available.
You need to configure the Microsoft Foundry environment so that network access is restricted while maintaining full platform functionality.
Which two actions should you perform? Each correct answer presents part of the solution.
Choose two.
NOTE: Each correct selection is worth one point.
A) Disable public network access to the Microsoft Foundry resource.
B) Deploy the Microsoft Foundry resource in a separate Azure subscription.
C) Configure a managed virtual network for the Microsoft Foundry resource.
D) Disable all inbound network access.
E) Use API key authentication for all model endpoints.
5. You need to run large-scale inference jobs on millions of records periodically. Jobs are not latency-sensitive but must be cost-efficient and scalable. Which deployment option is MOST appropriate?
A) Local endpoint
B) Batch endpoint
C) Notebook execution
D) Managed online endpoint
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: C,D | Question # 5 Answer: B |
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