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Microsoft AI-300 Exam Syllabus Topics:

Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

1. Hotspot Question
A team is standardizing MLOps practices by using automated deployments.
The team requires infrastructure to be defined declaratively and deployed through automation pipelines.
You need to configure infrastructure deployment.
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. A company requires that only models meeting predefined performance thresholds are registered and deployed. The solution must be fully automated within the ML workflow. What should you implement?

A) Azure Monitor alerts
B) Manual approval gate
C) GitHub pull request checks
D) Conditional logic in pipeline

3. A data science team plans to evaluate multiple hyperparameter values automatically while training a model in Azure Machine Learning.
The tuning process must run multiple training trials without manually modifying the training script for each run.
You need to automate hyperparameter tuning for the training job.
What should you do?

A) Manually change hyperparameter values between training runs.
B) Duplicate the training script for each parameter combination.
C) Create a tuning job that runs multiple trials with different parameter values.
D) Adjust hyperparameters after model deployment.

4. Multiple teams need access to approved models with version tracking, lineage, and governance controls. Models must be discoverable and reusable across projects. What Azure ML feature should you use?

A) Data lake
B) Blob storage containers
C) Model registry
D) Git repositories

5. A team provisions an Azure Machine Learning environment by triggering pull requests.
Deployments must be automated, auditable, and require approval before running.
You need to select a deployment automation tool.
Which tool should you use?

A) Azure Machine Learning pipelines
B) GitHub Actions
C) MLflow
D) Azure Monitor

Solutions: