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

AI-300 real exams

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

                                                  Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

                                                  Question #1

                                                  You create an Azure Machine learning workspace. The workspace contains a folder named src. The folder contains a Python script named script 1 .py.
                                                  You use the Azure Machine Learning Python SDK v2 to create a control script. You must use the control script to run script l.py as part of a training job.
                                                  You need to complete the section of script that defines the job parameters.
                                                  How should you complete the script? To answer, select the appropriate options in the answer area.
                                                  NOTE: Each correct selection is worth one point.

                                                  Reveal Solution  Discussion  0

                                                  Correct Answer:


                                                  Explanation:

                                                  Question #2

                                                  You have an Azure Machine Learning workspace named workspaces.
                                                  You must add a datastore that connects an Azure Blob storage container to workspaces. You must be able to configure a privilege level.
                                                  You need to configure authentication.
                                                  Which authentication method should you use?

                                                  • A. Service principal
                                                  • B. Managed identity
                                                  • C. SAS token
                                                  • D. Account key
                                                  Reveal Solution  Discussion  0

                                                  Correct Answer: B  🗳️

                                                  Question #3

                                                  -
                                                  You have an existing GitHub repository containing Azure Machine Learning project files.
                                                  You need to clone the repository to your Azure Machine Learning shared workspace file system.
                                                  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.
                                                  NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct orders you select.

                                                  Reveal Solution  Discussion  0

                                                  Correct Answer:


                                                  Explanation:
                                                  Correct sequence:
                                                  * From the terminal window in the Azure Machine Learning interface, run the ssh-keygen command.
                                                  * From the terminal window in the Azure Machine Learning interface, run the cat ~/.ssh/id_rsa.
                                                  pub command.
                                                  * Add a public key to the GitHub account.
                                                  * From the terminal window in the Azure Machine Learning interface, run the git clone command.
                                                  Azure Machine Learning supports cloning Git repositories directly into the workspace file system from a compute instance terminal . For an SSH-based GitHub connection, the required workflow is to generate an SSH key pair, obtain the public-key value, associate that public key with the Git account, and then clone the repository using its SSH URL. Microsoft documents this exact logical sequence for Git integration with Azure Machine Learning.
                                                  First, ssh-keygen creates the private/public SSH key pair on the Azure Machine Learning compute instance.
                                                  Next, the cat ~/.ssh/id_rsa.pub command displays the public-key contents so they can be copied. The public key is then added to the GitHub account, enabling GitHub to authenticate connections originating from the compute instance. The private key must remain on the compute instance and must never be uploaded to GitHub.
                                                  Finally, execute git clone with the repository ' s SSH clone URL. Azure Machine Learning documentation confirms that repositories can be cloned directly into its shared workspace file system and recommends performing Git operations from the compute-instance terminal.
                                                  Add a private key to the GitHub account is therefore the unused and incorrect action.
                                                  Study Guide Reference: Design and implement an MLOps infrastructure - source control integration, Azure Machine Learning workspace files, SSH authentication, Git repositories, and secure development workflows.

                                                  Question #4

                                                  A team is working in Microsoft Foundry to test and compare large language model (LLM) prompt variants in a development environment.
                                                  The team requires consistent inputs to evaluate prompt variants without relying on live user traffic.
                                                  You need to create a controlled evaluation of input data.
                                                  Which action should you perform first?

                                                  • A. Configure content filters.
                                                  • B. Generate synthetic interaction data.
                                                  • C. Apply a blocklist.
                                                  • D. Enable observability metrics.
                                                  Reveal Solution  Discussion  0

                                                  Correct Answer: B  🗳️

                                                  Explanation: Only visible for RealVCE members. You can sign-up / login (it's free).

                                                  Question #5

                                                  You manage an Azure Machine Learning workspace.
                                                  An MLflow model is already registered. You plan to customize how the deployment does inference. You need to deploy the MLflow model to a batch endpoint for batch inferencing. What should you create first?

                                                  • A. deployment definition
                                                  • B. environment
                                                  • C. scoring script
                                                  • D. deployment
                                                  Reveal Solution  Discussion  0

                                                  Correct Answer: C  🗳️

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