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GitHub GitHub-Copilot Exam Syllabus Topics:

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

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                                GitHub CopilotCertification Exam Sample Questions (Q108-Q113):

                                NEW QUESTION # 108
                                Which principle emphasizes that AI systems should be understandable and provide clear information on how they work?

                                Answer: B

                                Explanation:
                                The principle of transparency emphasizes that AI systems should be understandable and provide clear information about their operations. This ensures that users can understand how the AI arrivesat its decisions and suggestions.


                                NEW QUESTION # 109
                                What is a likely effect of GitHub Copilot being trained on commonly used code patterns?

                                Answer: D

                                Explanation:
                                GitHub Copilot is likely to suggest code snippets that reflect common practices in its training data, as it learns from frequently used patterns.


                                NEW QUESTION # 110
                                Are there any limitations to consider when using GitHub Copilot for code refactoring?

                                Answer: D

                                Explanation:
                                GitHub Copilot's refactoring suggestions are generated from patterns in its training data and may not always follow the most optimized or best‑practice implementations. Developers should always review and refine any refactored code it produces to ensure correctness and quality.


                                NEW QUESTION # 111
                                What do you check when GitHub Copilot content exclusions are not working? Each correct answer presents part of the solution. (Choose two.)

                                Answer: B,D

                                Explanation:
                                Verify that the user belongs to an organization (or enterprise) where content exclusion rules have actually been set up.
                                Check whether the exclusion policy was recently modified - changes can take up to 30ꢀminutes to propagate before they take effect.


                                NEW QUESTION # 112
                                How does the /tests slash command assist developers?

                                Answer: C

                                Explanation:
                                The /tests slash command in GitHub Copilot Chat creates unit tests for the selected code, helping developers ensure the functionality and reliability of their code.


                                NEW QUESTION # 113
                                ......

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