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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 | - 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 | - How GitHub Copilot Works and Handles Data: This section of the exam measures the skills of Data Security Specialists and DevOps Engineers and covers how GitHub Copilot processes data, handles code suggestions and manages privacy concerns. It explains the data pipeline for Copilot’s suggestions, how it gathers context, and how prompts are processed through its AI model. The section also discusses the limitations of AI-generated code, the effects of historical data on suggestions, and the role of prompt crafting. Best practices for improving prompt effectiveness and optimizing AI-generated responses are included.
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GitHub CopilotCertification Exam Sample Questions (Q93-Q98):
NEW QUESTION # 93
Which of the following is the correct way to access the audit log events for GitHub Copilot Business?
- A. Use the Audit log section in the organization's GitHub settings
- B. Navigate to the Insights tab in the repository settings
- C. Navigate to the Security tab in the organization's GitHub settings
- D. Use the Code tab in the GitHub repository
Answer: A
Explanation:
Audit log events for GitHub Copilot Business can be accessed through the Audit log section within the organization's GitHub settings. This log provides a record of activities related to Copilot usage and configuration.
NEW QUESTION # 94
As a developer who is evaluating the efficiency of GitHub Copilot in generating accurate code across different problem domains. During your R&D, you want to consider the limitations of GenAI tools like Copilot. Which of the following options best describes a core limitation?
- A. Copilot reduces the need for STLC and code reviews
- B. Copilot can only be used offline without internet access
- C. Copilot always generates error-free code across all languages
- D. Copilot may return output that reflects bias or inaccurate info because of its training dataright
Answer: D
Explanation:
Copilot is trained on a vast amount of data, which is publicly available; this data may include the biased, outdated, or incorrect practices of code implementation. This typically highlights a key concern in Responsible AI.
References:
https://learn.microsoft.com/en-us/training/modules/responsible-ai-with-github-Copilot/2-manage-ai-risks
NEW QUESTION # 95
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. Prompt data is used to train machine learning models for better code suggestions.
- B. Real-time user input helps generate context-aware code suggestions.
- C. Prompt data is used internally by GitHub for improving the search engine.
- D. Prompt data is stored unencrypted for faster processing.
Answer: A,B
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 # 96
An independent contractor develops applications for a variety of different customers. Assuming no concerns from their customers, which GitHub Copilot plan is best suited?
- A. GitHub Copilot Business for non-GHE Customers
- B. GitHub Copilot Business
- C. GitHub Copilot Individual
- D. GitHub Copilot Teams
- E. GitHub Copilot Enterprise
Answer: C
Explanation:
For an independent contractor, GitHub Copilot Individual is the most suitable and cost-effective plan.
NEW QUESTION # 97
What are the potential limitations of GitHub Copilot Chat? (Each correct answer presents part of the solution. Choose two.)
- A. Ability to handle complex code structures
- B. No biases in code suggestions
- C. Limited training data
- D. Extensive support for all programming languages
Answer: C,D
Explanation:
GitHub Copilot Chat has limitations such as limited training data, which can affect the accuracy of its suggestions, and it does not provide extensive support for all programming languages.
NEW QUESTION # 98
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