Microsoft AI-300 Q&A - in .pdf

  • AI-300 pdf
  • Exam Code: AI-300
  • Exam Name: Operationalizing Machine Learning and Generative AI Solutions
  • Updated: Nov 09, 2026
  • Q & A: 189 Questions and Answers
  • Convenient, easy to study.
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  • Exam Code: AI-300
  • Exam Name: Operationalizing Machine Learning and Generative AI Solutions
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  • Updated: Nov 09, 2026
  • Q & A: 189 Questions and Answers
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Microsoft AI-300 Q&A - Testing Engine

  • AI-300 Testing Engine
  • Exam Code: AI-300
  • Exam Name: Operationalizing Machine Learning and Generative AI Solutions
  • Updated: Nov 09, 2026
  • Q & A: 189 Questions and Answers
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AI-300 exam dumps

Microsoft AI-300 Exam Syllabus Topics:

SectionObjectives
Operationalizing machine learning solutions- ML lifecycle management
  • 1. Model training and evaluation in Azure Machine Learning
    • 2. Model versioning and registry usage
      - Deployment and monitoring
      • 1. Deploy models to endpoints
        • 2. Monitor performance and drift
          Plan and design AI solutions using Azure AI services- Requirements gathering and solution architecture
          • 1. Identify business requirements for AI solutions
            • 2. Select appropriate Azure AI services
              - Responsible AI design
              • 1. Responsible AI mitigation strategies
                • 2. Fairness, transparency, and accountability considerations
                  Design and implement generative AI solutions- Large language model integration
                  • 1. Prompt engineering and prompt flow design
                    • 2. Use Azure OpenAI Service capabilities
                      - RAG (Retrieval Augmented Generation) solutions
                      • 1. Vector search integration
                        • 2. Knowledge grounding and retrieval design
                          Implement secure and scalable AI systems- Scalability and performance optimization
                          • 1. Cost optimization strategies
                            • 2. Autoscaling AI workloads
                              - Security and governance
                              • 1. Data privacy and compliance considerations
                                • 2. Identity and access management for AI services

                                  Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

                                  Question #1

                                  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. Delete the existing model and register the new one with the same name.
                                  • B. Save the new model in the default datastore with the same name as the existing model. Do not register the new model.
                                  • C. Register a model with a different name from the existing model and a custom property named version with the value 2.
                                  • D. Register the model with the same name as the existing model.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Explanation: Only visible for Prep4away members. You can sign-up / login (it's free).

                                  Question #2

                                  You have an Azure Machine Learning workspace named Workspace 1 Workspace! has a registered Mlflow model named model 1 with PyFunc flavor You plan to deploy model1 to an online endpoint named endpointl without egress connectivity by using Azure Machine learning Python SDK vl You have the following code:

                                  You need to add a parameter to the ManagedOnllneDeployment object to ensure the model deploys successfully Solution: Add the with_package parameter.
                                  Does the solution meet the goal?

                                  • A. No
                                  • B. Yes
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

                                  Question #3

                                  You manage an Azure Machine Learning workspace.
                                  You must define the execution environments for your jobs and encapsulate the dependencies for your code.
                                  You need to configure the environment from a Docker build context.
                                  How should you complete the rode segment? To answer, select the appropriate option in the answer area.
                                  NOTE: Each correct selection is worth one point.

                                  Reveal Solution  Discussion  0

                                  Correct Answer:


                                  Explanation:

                                  Question #4

                                  You are authoring a notebook in Azure Machine Learning studio.
                                  You must install packages from the notebook into the currently running kernel. The installation must be limited to the currently running kernel only.
                                  You need to install the packages.
                                  Which magic function should you use?

                                  • A. !conda
                                  • B. %pip
                                  • C. !pip
                                  • D. %load
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

                                  Explanation: Only visible for Prep4away members. You can sign-up / login (it's free).

                                  Question #5

                                  You manage an Azure Machine Learning workspace.
                                  You must set up an event-driven process to trigger a retraining pipeline.
                                  You need to configure an Azure service that will trigger a retraining pipeline in response to data drift in Azure Machine Learning datasets. Which Azure service should you use?

                                  • A. Event Hubs
                                  • B. Logic Apps
                                  • C. Azure Functions
                                  • D. Event Grid
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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