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| Topic | Details |
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| Topic 1 | - Privacy Fundamentals and Context Exclusions: This section of the exam measures skills of Cybersecurity Specialists and Compliance Officers and covers privacy safeguards and content exclusion settings in GitHub Copilot. It explains how Copilot can identify security vulnerabilities, suggest optimizations, and enforce secure coding practices. It also includes details on content ownership, data filtering mechanisms, and exclusion configurations. The section concludes with troubleshooting guidelines for managing context exclusions and ensuring compliance with organizational security policies.
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| Topic 2 | - Responsible AI: This section of the exam measures the skills of AI Ethics Analysts and AI Developers and covers the principles of responsible AI usage, the risks associated with AI, and the limitations of generative AI tools. It includes the importance of validating AI-generated outputs and operating AI systems responsibly. It also explores potential harms such as bias, privacy concerns, and fairness issues, along with methods to mitigate these risks. The ethical considerations of AI development and deployment are also discussed.
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| Topic 3 | - Testing with GitHub Copilot: This section of the exam measures skills of QA Engineers and Test Automation Specialists and covers AI-assisted testing methodologies, including the generation of unit tests, integration tests, and edge case detection. It explains how GitHub Copilot improves test effectiveness by suggesting relevant assertions and boilerplate test cases. The section also discusses privacy considerations, organizational code suggestion settings, and best practices for configuring GitHub Copilot’s testing features.
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| Topic 4 | - Developer Use Cases for AI: This section of the exam measures skills of Full-Stack Developers and Cloud Engineers and covers how AI enhances developer productivity across various tasks such as learning new programming languages, debugging, writing documentation, and refactoring code. It discusses how GitHub Copilot integrates with the Software Development Lifecycle (SDLC) and its role in modernizing legacy applications. It also highlights the use of AI for personalized responses, sample data generation, and improving overall efficiency in software development.
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| Topic 5 | - Prompt Engineering: This section of the exam measures skills of AI Engineers and Software Developers and covers the fundamentals of prompt engineering, including key principles, techniques, and best practices for generating high-quality outputs. It explains different prompting strategies such as zero-shot and few-shot prompting, how context influences AI-generated responses, and the role of structured prompts in guiding Copilot's behavior. It also discusses the prompt lifecycle and ways to enhance model performance through refined input instructions.
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| Topic 6 | - GitHub Copilot Plans and FeaturesThis section of the exam measures the skills of Software Engineers and IT Administrators and covers different GitHub Copilot plans, including Individual, Business, and Enterprise editions. It explains the integration of GitHub Copilot within IDEs and discusses key features such as inline chat, multiple suggestions, and exception handling. The section details the policies for managing GitHub Copilot within organizations, including auditing logs and API management. It also highlights advanced functionalities like knowledge bases for improved code quality and best practices for Copilot Chat usage.
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GitHub CopilotCertification Exam Sample Questions (Q97-Q102):
NEW QUESTION # 97
What is the correct way to exclude specific files from being used by GitHub Copilot Business during code suggestions?
- A. Modify the .gitignore file to include the specific files.
- B. Use the GitHub Copilot settings in the user interface to exclude files.
- C. Rename the files to include the suffix _no_copilot.
- D. Add the specific files to a copilot.ignore file.
Answer: B
Explanation:
The correct way to exclude files is through the GitHub Copilot settings in the user interface, which allows administrators to specify files and directories to be ignored.
NEW QUESTION # 98
Identify the right use cases where GitHub Copilot Chat is most effective. (Each correct answer presents part of the solution. Choose two.)
- A. Creation of end-to-end performance testing scenarios for a web application
- B. Explain a legacy COBOL code and translate the code to another language like C#.
- C. Create a technical requirement specification from the business requirement documentation
- D. Creation of a unit test scenario for newly developed Python code
Answer: B,D
Explanation:
GitHub Copilot Chat is effective for explaining and translating legacy code and generating unit test scenarios for new code.
NEW QUESTION # 99
What role does chat history play in GitHub Copilot's code suggestions?
- A. Chat history is stored and shared with other users to enhance collaboration.
- B. Chat history provides context to GitHub Copilot, improving the relevance and accuracy of its code suggestions.
- C. Chat history is irrelevant to GitHub Copilot and does not affect its functionality.
- D. Chat history is used to train the GitHub Copilot model in real-time.
Answer: B
Explanation:
Chat history provides valuable context to GitHub Copilot, helping it generate more relevant and accurate code suggestions based on previous interactions and conversations.
NEW QUESTION # 100
What is zero-shot prompting?
- A. Only giving GitHub Copilot a question as a prompt and no examples
- B. Giving GitHub Copilot examples of the algorithm and outcome you want to use
- C. Giving as little context to GitHub Copilot as possible
- D. Giving GitHub Copilot examples of the problem you want to solve
- E. Telling GitHub Copilot it needs to show only the correct answer
Answer: A
Explanation:
Zero-shot prompting involves asking GitHub Copilot a question or giving a task without providing any examples. This relies on the model's pre-existing knowledge to generate a response.
NEW QUESTION # 101
How is GitHub Copilot Individual billed? (Each correct answer presents part of the solution. Choose two.)
- A. Free (not billed) for all open source projects
- B. Monthly, as a metered service based on actual consumption
- C. Monthly as a subscription
- D. Annually as a subscription
Answer: C,D
Explanation:
GitHub Copilot Individual is billed as a monthly or annual subscription.
NEW QUESTION # 102
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