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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 3 | - 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 4 | - 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 5 | - 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 6 | - 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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GitHub CopilotCertification Exam Sample Questions (Q95-Q100):
NEW QUESTION # 95
What is the best way to share feedback about GitHub Copilot Chat when using it on GitHub Mobile?
- A. Use the emojis in the Copilot Chat interface.
- B. The feedback section on the GitHub website.
- C. The Settings menu in the GitHub Mobile app.
- D. By tweeting at GitHub's official X (previously known as Twitter) account.
Answer: A
Explanation:
The best way to share feedback on GitHub Mobile is using the emojis in the Copilot Chat interface, which allows for direct and immediate feedback.
NEW QUESTION # 96
What is a benefit of using custom models in GitHub Copilot?
- A. Responses are guaranteed to be correct
- B. Responses use the organization's LLM engine
- C. Responses use practices and patterns in your repositories
- D. Responses are faster to produce and appear sooner
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 # 97
1.
blog.yatricloud.com
blog.yatricloud.com
- A. The API can provide Copilot Chat specific suggestions acceptance metrics.
- B. The API can refactor your code to improve productivity.
- C. The API can track the acceptance rate of code suggestions accepted and used in the organization.
- D. The API can provide feedback on coding style and standards compliance.
- E. The API can generate detailed reports on code quality improvements made by GitHub Copilot.
Answer: A,C
Explanation:
The GitHub Copilot usage metrics API provides insights into the acceptance rate of code suggestions and Copilot Chat specific suggestions acceptance metrics, helping organizations evaluate its effectiveness.
NEW QUESTION # 98
In what way can GitHub Copilot and GitHub Copilot Chat aid developers in modernizing applications?
- A. GitHub Copilot can automatically refactor applications to align with upcoming standards.
- B. GitHub Copilot can create and deploy full-stack applications based on a single query.
- C. GitHub Copilot can directly convert legacy applications into cloud-native architectures.
- D. GitHub Copilot can suggest modern programming patterns based on your code.
Answer: D
Explanation:
GitHub Copilot and GitHub Copilot Chat are powerful AI-driven tools designed to assist developers by providing context-aware code suggestions and interactive support. Specifically, in the context of modernizing applications, GitHub Copilot excels at analyzing existing code and suggesting modern programming patterns, best practices, and syntax improvements that align with contemporary development standards. For example, it can recommend updates to outdated constructs, propose more efficient algorithms, or suggest frameworks and libraries that are widely used in modern application development.
NEW QUESTION # 99
How can you improve the context used by GitHub Copilot? (Each correct answer presents part of the solution.
Choose two.)
- A. By adding the important files to your .gitconfig
- B. By adding the full file paths to your prompt of important files
- C. By opening the relevant tabs in your IDE
- D. By adding relevant code snippets to your prompt
Answer: C,D
Explanation:
Improving the context for GitHub Copilot involves opening relevant files in your IDE to provide immediate context and adding relevant code snippets directly to your prompts to give Copilot specific examples and information.
NEW QUESTION # 100
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