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Microsoft Operationalizing Machine Learning and Generative AI Solutions - AI-300 real prep

AI-300
  • Exam Code: AI-300
  • Exam Name: Operationalizing Machine Learning and Generative AI Solutions
  • Updated: Oct 13, 2026
  • Q & A: 189 Questions and Answers
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Microsoft AI-300 Exam Syllabus Topics:

SectionObjectives
Topic 1: Design and implement generative AI solutions- Large language model integration
  • 1. Use Azure OpenAI Service capabilities
    • 2. Prompt engineering and prompt flow design
      - RAG (Retrieval Augmented Generation) solutions
      • 1. Knowledge grounding and retrieval design
        • 2. Vector search integration
          Topic 2: 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. Cost optimization strategies
                • 2. Autoscaling AI workloads
                  Topic 3: Operationalizing machine learning solutions- Deployment and monitoring
                  • 1. Monitor performance and drift
                    • 2. Deploy models to endpoints
                      - ML lifecycle management
                      • 1. Model training and evaluation in Azure Machine Learning
                        • 2. Model versioning and registry usage
                          Topic 4: 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. Fairness, transparency, and accountability considerations
                                • 2. Responsible AI mitigation strategies

                                  Microsoft Operationalizing Machine Learning and Generative AI Solutions Sample Questions:

                                  Question #1

                                  You are planning to register a trained model in an Azure Machine Learning workspace.
                                  You must store additional metadata about the model in a key-value format. You must be able to add new metadata and modify or delete metadata after creation.
                                  You need to register the model.
                                  Which parameter should you use?

                                  • A. properties
                                  • B. description
                                  • C. cags
                                  • D. model_framework
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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

                                  Question #2

                                  A team develops and manages a conversational assistant by using Microsoft Foundry.
                                  The team must be able to validate that the assistant does not produce hateful responses before the application is exposed to any users.
                                  You need to evaluate the model output for hateful responses as part of a repeatable validation process.
                                  Which evaluator should you configure first?

                                  • A. Groundedness
                                  • B. Content safety
                                  • C. Indirect attacks
                                  • D. Protected material
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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

                                  Question #3

                                  You use Azure Machine Learning to tram a model.
                                  You must use Baylean sampling to Tune hyperparaters.
                                  You need to select a learning_rate parameter distribution.
                                  Which two distributions can you use? Each correct answer presents a complete solution.
                                  NOTE Each correct selection is worth one point.

                                  • A. Uniform
                                  • B. QNormal
                                  • C. Choice
                                  • D. LogUniform
                                  • E. Normal
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A,C  🗳️

                                  Question #4

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

                                  Correct Answer: B  🗳️

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

                                  Question #5

                                  You have an Azure Machine Learning workspace. You are running an experiment on your local computer.
                                  You need to use MLflow Tracking to store metrics and artifacts from your local experiment runs in the workspace.
                                  In which order should you perform the actions? To answer, move all actions from the list of actions to the answer area and arrange them in the correct order.

                                  Reveal Solution  Discussion  0

                                  Correct Answer:


                                  Explanation:

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