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Microsoft GH-300 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Improve developer productivity with Copilot10%- Testing and security
  • 1. Unit and integration test generation
    • 2. Security and performance suggestions
      - Software development enhancement
      • 1. Legacy code modernization
        • 2. Code generation and refactoring
          • 3. Sample data generation
            Topic 2: Understand GitHub Copilot data and architecture15%- Data handling
            • 1. Data flow and privacy boundaries
              • 2. Input processing and prompt construction
                - System behavior and limitations
                • 1. LLM limitations
                  • 2. Suggestion lifecycle
                    Topic 3: Use GitHub Copilot responsibly15%- Responsible AI principles
                    • 1. Risks and limitations of generative AI
                      • 2. Ethical AI usage and governance
                        • 3. Validation of AI-generated output
                          - Copilot responsible operation
                          • 1. Safe usage practices in development workflows
                            Topic 4: Privacy, exclusions, and safeguards15%- Security safeguards
                            • 1. Security warnings and mitigations
                              • 2. Duplication detection
                                - Privacy configuration
                                • 1. Data ownership and usage limitations
                                  • 2. Content exclusions and repository controls
                                    Topic 5: Use GitHub Copilot features30%- Advanced Copilot capabilities
                                    • 1. Pull request summaries and code review
                                      • 2. Copilot Spaces and Spark
                                        • 3. Agent Mode and Edit Mode
                                          - IDE integration
                                          • 1. Inline suggestions and chat usage
                                            • 2. File and repository exclusions
                                              • 3. CLI usage and setup
                                                - Organization administration
                                                • 1. Audit logs and subscription management
                                                  • 2. Policy management and feature control
                                                    Topic 6: Prompt engineering and context crafting10%- Prompt design
                                                    • 1. Zero-shot and few-shot prompting
                                                      • 2. Prompt structure and context usage
                                                        - Optimization
                                                        • 1. Prompt refinement techniques

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                                                          Microsoft GitHub Copilot Sample Questions (Q99-Q104):

                                                          NEW QUESTION # 99
                                                          What should developers consider when relying on GitHub Copilot for generating code that involves statistical analysis?

                                                          Answer: D

                                                          Explanation:
                                                          Developers should consider that GitHub Copilot's suggestions are based on statistical trends and may not always be accurate for specific datasets, requiring careful validation.
                                                          Reference: GitHub Copilot data analysis limitations.


                                                          NEW QUESTION # 100
                                                          Identify the steps involved in the life cycle of a GitHub Copilot code suggestion? (Each correct answer presents part of the solution. Choose two.)

                                                          Answer: C,E

                                                          Explanation:
                                                          Exact extracts:
                                                          * "Copilot first captures the context of the developer's code and environment." References: GitHub Copilot technical overview documentation.


                                                          NEW QUESTION # 101
                                                          What content can be configured to be excluded with content exclusions? (Each correct answer presents part of the solution. Choose three.)

                                                          Answer: A,B,E

                                                          Explanation:
                                                          Content exclusions allow you to exclude files, folders, and repositories from being used by GitHub Copilot.


                                                          NEW QUESTION # 102
                                                          If you are working on open source projects, GitHub Copilot Individual can be paid:

                                                          Answer: C

                                                          Explanation:
                                                          "GitHub Copilot Individual subscriptions are billed using the payment method configured in your GitHub user profile." There is no free tier for open source projects, so option A is correct.
                                                          References: GitHub Copilot billing documentation.


                                                          NEW QUESTION # 103
                                                          What are the additional checks that need to pass before the GitHub Copilot responses are submitted to the user? (Each correct answer presents part of the solution. Choose two.)

                                                          Answer: C,D

                                                          Explanation:
                                                          Exact extracts:
                                                          * "Copilot applies post-processing checks for code quality to ensure that responses meet baseline standards." References: GitHub Copilot safeguards documentation.


                                                          NEW QUESTION # 104
                                                          ......

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