Microsoft AI-300 : Operationalizing Machine Learning and Generative AI Solutions

  • Exam Code: AI-300
  • Exam Name: Operationalizing Machine Learning and Generative AI Solutions
  • Updated: Jun 06, 2026     Q & A: 77 Questions and Answers

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Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

1. Drag and Drop Question
A team runs training jobs by using multiple Azure Machine Learning pipelines.
The team must ensure that all runs use the same Python packages and system libraries. The solution must allow dependency updates to be versioned without modifying training code.
You need to configure the workspace so that runtime dependencies are consistent and reusable.
Which four actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.


2. You are fine-tuning a base language model to analyze customer feedback.
You label examples of support tickets. You must improve classification accuracy by configuring and fine-tuning the base model in Microsoft Foundry.
You need to configure and run fine-tuning.
What should you do first?

A) Enable tracing for all inference calls in the evaluation pipeline.
B) Deploy the base model to an online endpoint before starting fine-tuning.
C) Use prompt flow to generate multiple prompt templates for evaluation.
D) Format the dataset as a JSONL file with prompt-completion pairs and upload the file.


3. You deploy a new model version to a managed online endpoint. You must test it with 10% traffic and automatically roll back if latency or error rate increases beyond threshold. What should you configure?

A) Batch endpoint validation
B) Traffic splitting with monitoring alerts
C) Separate endpoint for testing
D) Manual testing workflow


4. Hotspot Question
You manage a Retrieval-Augmented Generation (RAG) system that uses Azure AI Search to retrieve documents from an indexed knowledge base.
The system must support the following retrieval requirements:
- Queries that include exact policy identifiers must return matching
documents even when semantic similarity is low.
- Natural-language questions must prioritize semantically relevant
documents even when keywords are not an exact match.
You need to configure the retrieval approach to meet the requirements.
How should you configure the retrieval behavior for each requirement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


5. A team develops multiple AI applications in Microsoft Foundry that rely on shared prompt templates.
The team requires a centralized way to track, version, and reuse prompt content across projects.
You need to recommend a solution to track and reuse prompt content.
Which approach should you recommend?

A) Store prompts as versioned files in a Git repository.
B) Persist prompts in Azure Blob Storage with folder-level organization.
C) Register prompts as datasets in the Azure Machine Learning workspace.
D) Embed prompts directly in application configuration files.


Solutions:

Question # 1
Answer: Only visible for members
Question # 2
Answer: A
Question # 3
Answer: B
Question # 4
Answer: Only visible for members
Question # 5
Answer: A

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