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

AI-300

Exam Code: AI-300

Exam Name: Operationalizing Machine Learning and Generative AI Solutions

Updated: Sep 18, 2026

Q & A: 189 Questions and Answers

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Microsoft AI-300 Exam Syllabus Topics:

SectionWeightObjectives
Design and implement a GenAIOps infrastructure20–25%- Implement infrastructure for generative AI workloads
  • 1. Design scalable and secure architecture
    • 2. Integrate with Azure services and tools
      - Set up Microsoft Foundry environment
      • 1. Configure projects, connections, and security
        • 2. Manage compute and deployment resources
          Optimize generative AI systems and model performance15–20%- Improve efficiency and cost-effectiveness
          • 1. Manage resource utilization
            • 2. Optimize inference and deployment
              - Optimize model selection and configuration
              • 1. Tune prompts and generation settings
                • 2. Choose appropriate models and parameters
                  Design and implement an MLOps infrastructure15–20%- Create and manage Machine Learning workspace resources and assets
                  • 1. Configure workspace settings and security
                    • 2. Manage compute targets, datastores, and environments
                      - Implement infrastructure as code for Machine Learning
                      • 1. Automate infrastructure provisioning
                        • 2. Use Bicep or Azure CLI to deploy resources
                          Implement machine learning model lifecycle and operations25–30%- Orchestrate model training and experimentation
                          • 1. Create and manage pipelines
                            • 2. Track experiments and metrics
                              - Monitor and maintain models in production
                              • 1. Implement retraining and update workflows
                                • 2. Monitor data and model drift
                                  - Deploy models to production
                                  • 1. Configure deployment options and scaling
                                    • 2. Deploy to real-time and batch endpoints
                                      - Register, version, and package models
                                      • 1. Manage model registry
                                        • 2. Create reusable model packages
                                          Implement generative AI quality assurance and observability10–15%- Monitor generative AI systems
                                          • 1. Implement logging and alerting
                                            • 2. Track usage, performance, and errors
                                              - Evaluate and test generative AI applications
                                              • 1. Test for safety, accuracy, and relevance
                                                • 2. Define evaluation metrics and criteria

                                                  Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

                                                  Question #1
                                                  A team deploys a classification model to production and monitors performance and data changes.
                                                  The team wants to ensure that significant drops in prediction accuracy automatically trigger the following:
                                                  Stakeholders must be notified of the drops.
                                                  Retraining must be initiated when thresholds are exceeded
                                                  You need to configure monitoring to meet the requirements.
                                                  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.


                                                  Question #2
                                                  You create an Azure Machine Learning workspace and install the MLflow library.
                                                  You need to tog different types of data by using the MLflow library.
                                                  Which method should you use? To answer, select the appropriate options in the answer area.
                                                  NOTE: Each correct selection is worth one point.


                                                  Question #3
                                                  You retrain an existing model.
                                                  You need to register the new version of a model while keeping the current version of the model in the registry.
                                                  What should you do?

                                                  A. Register the model with the same name as the existing model.
                                                  B. Register a model with a different name from the existing model and a custom property named version with the value 2.
                                                  C. Delete the existing model and register the new one with the same name.
                                                  D. Save the new model in the default datastore with the same name as the existing model. Do not register the new model.


                                                  Question #4
                                                  You manage an Azure Machine Learning workspace. You have an environment for training jobs which uses an existing Docker image.
                                                  A new version of the Docker image is available.
                                                  You need to use the latest version of the Docker image for the environment configuration by using the Azure Machine Learning SDK v2.
                                                  What should you do?

                                                  A. Use the Environment class to create a new version of the environment.
                                                  B. Modify the conda_file to specify the new version of the Docker image.
                                                  C. Use the create_or_update method to change the tag of the image.
                                                  D. Change the description parameter of the environment configuration.


                                                  Question #5
                                                  You manage an Azure Machine Learning workspace named Workspace1 and an Azure Blob Storage accessed by using the URL https://storage1.blob.core.wmdows.net/data1.
                                                  You plan to create an Azure Blob datastore in Workspace1. The datastore must target the Blob Storage by using Azure Machine Learning Python SDK v2. Access authorization to the datastore must be limited to a specific amount of time.
                                                  You need to select the parameters of the Azure Blob Datastore class that will point to the target datastore and authorize access to it.
                                                  Which parameters should you use? To answer, select the appropriate options in the answer area NOTE: Each correct selection is worth one point.


                                                  Solutions:

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

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