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Reliable GitHub-Copilot Practice Materials - GitHub-Copilot Real Study Guide - TestPassed

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Posted on: 06/14/25

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GitHub GitHub-Copilot Exam Syllabus Topics:

TopicDetails
Topic 1
  • 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.
Topic 2
  • How GitHub Copilot Works and Handles DataThis 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.
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.
Topic 4
  • 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.
Topic 5
  • 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.

GitHub CopilotCertification Exam Sample Questions (Q55-Q60):

NEW QUESTION # 55
How can GitHub Copilot be limited when it comes to suggesting unit tests?

  • A. GitHub Copilot can generate all types of unit tests, including those for edge cases and complex integration scenarios.
  • B. GitHub Copilot's limitations in generating unit tests can vary based on the IDE version you are using.
  • C. GitHub Copilot primarily suggests basic unit tests that focus on core functionalities, often requiring additional input from developers for comprehensive coverage.
  • D. GitHub Copilot can handle any complexity in code and automatically generate appropriate unit tests.

Answer: C

Explanation:
GitHub Copilot often suggests basic unit tests and may not cover all edge cases or complex integration scenarios, requiring developers to supplement its suggestions.


NEW QUESTION # 56
What should developers consider when relying on GitHub Copilot for generating code that involves statistical analysis?

  • A. GitHub Copilot's suggestions are based on statistical trends and may not always apply accurately to specific datasets.
  • B. GitHub Copilot can independently verify the statistical significance of results.
  • C. GitHub Copilot can design new statistical methods that have not been previously documented.
  • D. GitHub Copilot will automatically correct any statistical errors found in the user's initial code.

Answer: A

Explanation:
Developers should consider that GitHub Copilot's suggestions are based on statistical trends and may not always be accurate for specific datasets, requiring careful validation.


NEW QUESTION # 57
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 a unit test scenario for newly developed Python code
  • B. Creation of end-to-end performance testing scenarios for a web application
  • C. Create a technical requirement specification from the business requirement documentation
  • D. Explain a legacy COBOL code and translate the code to another language like Python.

Answer: A,D

Explanation:
GitHub Copilot Chat is effective for explaining and translating legacy code and generating unit test scenarios for new code.


NEW QUESTION # 58
Which of the following GitHub Copilot Business related activities can be tracked using the organization audit logs?

  • A. Suggestions blocked by duplication detection filtering
  • B. Changes to content exclusion settings
  • C. Accepted chat suggestions
  • D. Code suggestions made by GitHub Copilot

Answer: B


NEW QUESTION # 59
What is a benefit of using custom models in GitHub Copilot?

  • A. Responses are guaranteed to be correct
  • B. Responses are faster to produce and appear sooner
  • C. Responses use practices and patterns in your repositories
  • D. Responses use the organization's LLM engine

Answer: C

Explanation:
Custom models in GitHub Copilot allow the tool to learn from the specific code patterns and practices within your repositories. This results in suggestions that are more aligned with your organization's coding standards and conventions, improving the relevance and accuracy of the generated code.


NEW QUESTION # 60
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