AI-300 exam dumps

Microsoft AI-300 Value Package

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  • Exam Code: AI-300
  • Exam Name: Operationalizing Machine Learning and Generative AI Solutions
  • No. of Questions: 189 Questions and Answers
  • Updated: Sep 19, 2026

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Microsoft AI-300 Exam Syllabus Topics:

SectionObjectives
Implement secure and scalable AI systems- Security and governance
  • 1. Identity and access management for AI services
    • 2. Data privacy and compliance considerations
      - Scalability and performance optimization
      • 1. Autoscaling AI workloads
        • 2. Cost optimization strategies
          Plan and design AI solutions using Azure AI services- Requirements gathering and solution architecture
          • 1. Select appropriate Azure AI services
            • 2. Identify business requirements for AI solutions
              - Responsible AI design
              • 1. Fairness, transparency, and accountability considerations
                • 2. Responsible AI mitigation strategies
                  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. Monitor performance and drift
                        • 2. Deploy models to endpoints
                          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. Knowledge grounding and retrieval design
                                • 2. Vector search integration

                                  Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

                                  You have an Azure Machine Learning workspace and a data source file ./data/cc_data.csv in the local storage.
                                  You plan to use Azure Machine Learning Python SDK v2 to store the content of the cc.data.csv file in a data asset named cc_data_asset in the workspace.
                                  You write code to connect to the workspace and import all required libraries.
                                  You need to complete the remaining code to ensure it will result in the cc_data_asset that contains the data from cc_data.csv.
                                  How should you complete the code? 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:

                                  An Azure Machine Learning workspace processes sensitive training data.
                                  The workspace must NOT be accessible from the public internet.
                                  You need to restrict network access.
                                  Which configuration should you implement?

                                  • A. Private endpoints
                                  • B. Network security groups
                                  • C. Azure Firewall rules
                                  • D. Service endpoints
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

                                  Explanation: Only visible for Actual4Labs members. You can sign-up / login (it's free).

                                  You manage an Azure Machine Learning workspace named workspace1.
                                  You must register an Azure Blob storage datastore in workspace1 by using an access key. You develop Python SDK v2 code to import all modules required to register the datastore.
                                  You need to complete the Python SDK v2 code to define the datastore.
                                  How should you complete the code? 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:

                                  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:

                                  You create an Azure Machine Learning workspace.
                                  You must use the Python SDK v2 to implement an experiment from a Jupyter notebook in the workspace. The experiment must log a list of numerical metrics.
                                  You need to implement a method to log a list of numerical metrics.
                                  Which method should you use?

                                  • A. mlflow.log_metric()
                                  • B. mlflow.log_artifact()
                                  • C. mlflow.log_image()
                                  • D. mlflow.log_batch()
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Explanation: Only visible for Actual4Labs members. You can sign-up / login (it's free).

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