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GitHub GitHub-Copilot Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: GitHub Copilot Plans and Features31%- Core Copilot features
  • 1. Chat-based assistance
    • 2. CLI and multi-suggestion workflows
      • 3. Inline code suggestions
        - Copilot plans comparison
        • 1. Copilot Individual vs Business vs Enterprise
          • 2. IDE integration and Copilot Chat usage
            Topic 2: Responsible AI7%- Explain responsible usage of AI
            • 1. Risks and limitations of generative AI
              • 2. Ethical AI practices and mitigation of harm
                • 3. Validating AI-generated output
                  • 4. Bias, privacy, security, and transparency considerations
                    Topic 3: Developer Productivity with Copilot- Workflow optimization
                    • 1. Debugging and code completion enhancement
                      • 2. Using Copilot in IDE workflows
                        Topic 4: Prompt Engineering and Context Crafting- Effective prompting techniques
                        • 1. Zero-shot and few-shot prompting
                          • 2. Context optimization for code generation
                            Topic 5: GitHub Copilot Data, Privacy, and Architecture- Data handling and privacy safeguards
                            • 1. Data usage and retention considerations
                              • 2. Content exclusions and enterprise controls

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                                GitHub CopilotCertification Exam Sample Questions (Q125-Q130):

                                NEW QUESTION # 125
                                In what way can GitHub Copilot and GitHub Copilot Chat aid developers in modernizing applications?

                                Answer: B

                                Explanation:
                                GitHub Copilot and GitHub Copilot Chat are powerful AI-driven tools designed to assist developers by providing context-aware code suggestions and interactive support. Specifically, in the context of modernizing applications, GitHub Copilot excels at analyzing existing code and suggesting modern programming patterns, best practices, and syntax improvements that align with contemporary development standards. For example, it can recommend updates to outdated constructs, propose more efficient algorithms, or suggest frameworks and libraries that are widely used in modern application development.


                                NEW QUESTION # 126
                                A developer is working for an enterprise that hosts all its code on Bitbucket and wants to leverage GitHub Copilot. However, their organization doesn't have any GitHub repositories. Can they still access GitHub Copilot?

                                Answer: D

                                Explanation:
                                GitHub Copilot Business supports usage with non-GitHub repositories. Developers can use Copilot in supported IDEs regardless of the repository hosting platform, enabling access to AI coding suggestions even if code is hosted outside GitHub.
                                Reference:
                                https://learn.microsoft.com/en-us/training/modules/github-Copilot-management-and-customizations/2-explore-github-Copilot-plans-associated-management-customization- features?ns-enrollment-type=learningpath&ns-enrollment-id=learn.github-Copilot


                                NEW QUESTION # 127
                                When using GitHub Copilot Chat to generate boilerplate code for various test types, how can you guide the AI to follow the testing standards of your company?

                                Answer: B

                                Explanation:
                                Providing concrete examples of your company's test structure and standards within the prompt steers Copilot Chat to generate boilerplate that aligns with your guidelines.


                                NEW QUESTION # 128
                                Which of the following statements best describes the impact of GitHub Copilot on the software development process?

                                Answer: B

                                Explanation:
                                GitHub Copilot primarily impacts the software development process by increasing productivity through automating repetitive coding tasks.


                                NEW QUESTION # 129
                                How can users provide feedback about GitHub Copilot Chat using their IDE?

                                Answer: C

                                Explanation:
                                In supported IDEs (e.g., Visual Studio or JetBrains), you can click the "Share Feedback" (or
                                "Send feedback") button directly in the Copilot Chat panel to submit likes, dislikes, and comments on any response.


                                NEW QUESTION # 130
                                ......

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