Exam Code: AI-300
Exam Name: Operationalizing Machine Learning and Generative AI Solutions
Certification Provider: Microsoft
Corresponding Certification: Microsoft Certified
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Microsoft AI-300 Exam Syllabus Topics:

SectionWeightObjectives
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. 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. 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%- Monitor and maintain models in production
                  • 1. Monitor data and model drift
                    • 2. Implement retraining and update workflows
                      - Register, version, and package models
                      • 1. Manage model registry
                        • 2. Create reusable model packages
                          - Orchestrate model training and experimentation
                          • 1. Track experiments and metrics
                            • 2. Create and manage pipelines
                              - Deploy models to production
                              • 1. Deploy to real-time and batch endpoints
                                • 2. Configure deployment options and scaling
                                  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. Choose appropriate models and parameters
                                        • 2. Tune prompts and generation settings
                                          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

                                                  Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

                                                  1. An organization maintains separate Azure Machine Learning workspaces for development and production.
                                                  Both environments must use the same validated assets without duplicating them.
                                                  Assets must be shared across workspaces while maintaining centralized governance and version control.
                                                  You need to enable reuse of assets across workspaces without copying them.
                                                  What should you do?

                                                  A) Publish the asset to an Azure Machine Learning registry.
                                                  B) Enable workspace-level Git integration and sync assets between repositories.
                                                  C) Publish the asset as a pipeline component.
                                                  D) Create a shared Azure Machine Learning environment that includes the asset.


                                                  2. A data science team completes multiple training runs within an experiment by using MLflow.
                                                  The team wants to store a selected model in Azure Machine Learning so that it can be versioned and deployed later.
                                                  The model must be versioned centrally for reuse across environments.
                                                  You need to version the trained model.
                                                  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) Tag the training experiment with a name.
                                                  B) Export the model files to local storage.
                                                  C) Register the model in the Azure Machine Learning workspace.
                                                  D) Locate and capture the model artifacts from the outputs of the training run.


                                                  3. Hotspot Question
                                                  A machine learning model is deployed to production in Azure Machine Learning and is actively serving predictions for a business application. The model was trained by using a historical dataset that represented expected input patterns at the time of deployment.
                                                  The team working on the model must ensure the following:
                                                  - Changes in input data distribution are detected.
                                                  - Appropriate actions are triggered when predefined thresholds are
                                                  exceeded.
                                                  You need to configure monitoring to meet the requirements.
                                                  Which configuration should you use for each requirement? To answer, select the appropriate options in the answer area.
                                                  NOTE: Each correct selection is worth one point.


                                                  4. Hotspot Question
                                                  You manage an Azure Machine Learning workspace named workspace1 by using the Python SDK v2.
                                                  The default datastore of workspace1 contains a folder named sample_data. The folder structure contains the following content:

                                                  You write Python SDK v2 code to materialize the data from the files in the sample_data folder into a Pandas data frame.
                                                  You need to complete the Python SDK v2 code to use the MLTable folder as the materialization blueprint.
                                                  How should you complete the code? To answer, select the appropriate options in the answer area.
                                                  NOTE: Each correct selection is worth one point


                                                  5. A team schedules weekly retraining of a model using Azure ML pipelines. They also want retraining triggered automatically when production data significantly deviates from training data distribution, without duplicating pipeline logic. What should they implement?

                                                  A) Azure Function to retrain model manually
                                                  B) Notebook-based retraining process
                                                  C) Two independent pipelines with shared scripts
                                                  D) One pipeline triggered by schedule and data drift alerts


                                                  Solutions:

                                                  Question # 1
                                                  Answer: A
                                                  Question # 2
                                                  Answer: C,D
                                                  Question # 3
                                                  Answer: Only visible for members
                                                  Question # 4
                                                  Answer: Only visible for members
                                                  Question # 5
                                                  Answer: D

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