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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 3 | - 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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| Topic 4 | - 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 5 | - 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 6 | - 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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GitHub CopilotCertification Exam Sample Questions (Q106-Q111):
NEW QUESTION # 106
If you are working on open source projects, GitHub Copilot Individual can be paid:
- A. Copilot Individual is a free service for all open source projects
- B. Based on the payment method in your user profile
- C. Through an invoice or a credit card
- D. Through an Azure Subscription
Answer: B
NEW QUESTION # 107
How can users provide feedback about GitHub Copilot Chat using their IDE?
- A. Through the "Share Feedback" button in the Copilot Chat panel.
- B. By posting on the GitHub forums.
- C. By filling out a feedback form on the GitHub website.
- D. By emailing the support team directly.
Answer: A
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 # 108
What is a key consideration when relying on GitHub Copilot Chat's explanations of code functionality and proposed improvements?
- A. The explanations are primarily derived from user-provided documentation.
- B. GitHub Copilot Chat uses a static database for generating explanations.
- C. The explanations are dynamically updated based on user feedback.
- D. Reviewing and validating the generated output for accuracy and completeness.
Answer: D
Explanation:
While GitHub Copilot Chat can provide helpful explanations and suggestions, it's crucial to review and validate the generated output. Copilot's suggestions are based on its training data, and they may not always be perfectly accurate or complete. Human judgment is essential to ensure the quality and correctness of the code.
NEW QUESTION # 109
Which of the following statements correctly describes how GitHub Copilot Individual uses prompt data? Each correct answer presents part of the solution. (Choose two.)
- A. Real-time user input helps generate context-aware code suggestions.
- B. Prompt data is used internally by GitHub for improving the search engine.
- C. Prompt data is stored unencrypted for faster processing.
- D. Prompt data is used to train machine learning models for better code suggestions.
Answer: A,D
Explanation:
Copilot uses your real‑time input (the prompt and surrounding code) to generate relevant, context
‑aware suggestions on the fly.
Under the Individual plan, unless you opt out, your prompts and accepted suggestions are fed back into GitHub's model‑training pipeline to improve future code completions.
NEW QUESTION # 110
How can the insights gained from the metrics API be used to improve the development process in conjunction with GitHub Copilot?
- A. Detailed analysis of GitHub Copilot's suggestions vs. manual coding.
- B. Insights on the types of coding languages where GitHub Copilot is most helpful.
- C. Real-time debugging and error resolution statistics.
- D. Automated generation of complete project documentation.
Answer: A,B
Explanation:
By comparing the number of suggestions made versus those actually accepted, teams can identify areas where Copilot excels or struggles and adjust coding standards or training accordingly.
The metrics API provides breakdowns by programming language, showing where Copilot's acceptance rates are highest - information you can use to focus its adoption on the languages where it delivers the greatest productivity gains.
NEW QUESTION # 111
......
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