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

  • Exam Code: AI-300
  • Exam Name: Operationalizing Machine Learning and Generative AI Solutions
  • Updated: Jul 13, 2026
  • Q & A: 159 Questions and Answers

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Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

1. 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) Indirect attacks
B) Protected material
C) Groundedness
D) Content safety


2. A product team is building a customer support assistant that must respond consistently across multiple channels.
Early testing shows that small wording changes in prompts cause large differences in tone and factual accuracy.
The team needs prompts that are reliable, reusable, and adaptable across multiple use cases without retraining the underlying model.
You need to design prompts that improve response quality while remaining flexible for future changes.
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) Apply prompt transformations to separate system instructions from user input.
B) Use the system prompt to establish the role, tone, and style.
C) Increase the temperature setting to encourage creativity.
D) Repeat the instructions at the end of the system prompt.
E) Fine-tune the model for each conversational variation.


3. Drag and Drop Question
A team is developing a Retrieval-Augmented Generation (RAG) system.
The team requires improvements to the system's retrieval quality to ensure accurate, grounded responses.
You need to assess RAG performance before you can suggest an improvement strategy.
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.


4. A team is building a Retrieval-Augmented Generation (RAG) system.
The team observes that the retrieved documents are often irrelevant or incomplete.
You need to improve retrieval accuracy.
What should you adjust?

A) Chunk size and overlap
B) Embedding strategy
C) Temperature parameter
D) Token limits


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

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