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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 | - 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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| Topic 3 | - 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 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 | - 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 (Q89-Q94):
NEW QUESTION # 89
What is the main purpose of the duplication detection filter in GitHub Copilot?
- A. To encourage the user to follow coding best practices preventing code duplication.
- B. To detect and block suggestions that match public code snippets on GitHub if they contain about
150 characters. - C. To allow administrators to control which suggestions are visible to developers based on custom criteria.
- D. To compare user-generated code against a private repository for potential matches.
Answer: B
Explanation:
The duplication detection filter checks any suggestion against public GitHub code - examining roughly 150 characters of generated code and its surrounding context - and blocks suggestions that match or closely resemble public snippets.
NEW QUESTION # 90
What is the primary purpose of organization audit logs in GitHub Copilot Business?
- A. To assign software licenses within the organization
- B. To track the number of lines of code suggested by Copilot
- C. To monitor code conflicts across repositories
- D. To monitor administrator activities and actions within the organization
Answer: D
Explanation:
Organization audit logs in Copilot Business record administrator actions - such as policy changes and seat assignments - so you can review and verify who made what changes within your organization.
NEW QUESTION # 91
Which of the following is correct about GitHub Copilot Knowledge Bases?
- A. It is an Enterprise feature
- B. All repos are indexed
- C. All file types are indexed
- D. Indexing is static
Answer: A
Explanation:
GitHub Copilot Knowledge Bases is an Enterprise feature that allows the tool to use an organization's internal documentation and code for more accurate and relevant suggestions.
NEW QUESTION # 92
If you are working on open source projects, GitHub Copilot Individual can be paid:
- A. Through an Azure Subscription
- B. Through an invoice or a credit card
- C. Based on the payment method in your user profile
- D. Copilot Individual is a free service for all open source projects
Answer: C
NEW QUESTION # 93
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. Creation of a unit test scenario for newly developed Python code
- C. Explain a legacy COBOL code and translate the code to another language like C#.
- D. Create a technical requirement specification from the business requirement documentation
Answer: B,C
Explanation:
GitHub Copilot Chat is effective for explaining and translating legacy code and generating unit test scenarios for new code.
NEW QUESTION # 94
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