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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 3 | - 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 4 | - 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 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 | - 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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GitHub CopilotCertification Exam Sample Questions (Q63-Q68):
NEW QUESTION # 63
What type of information can you retrieve through GitHub Copilot Business Subscriptions via REST API? Each correct answer presents part of the solution. (Choose two.)
- A. Get a summary of GitHub Copilot usage for organization members
- B. List of all unsubscribed GitHub Copilot members within an organization
- C. List all GitHub Copilot seat assignments for an organization
- D. View code suggestions for a specific user
Answer: A,C
Explanation:
The REST API includes a List all Copilot seat assignments for an organization endpoint, which returns every active seat currently being billed for that org There's also a Get Copilot metrics for an organization endpoint that provides a summary of usage data across all organization members
NEW QUESTION # 64
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 Enterprise
- B. GitHub Copilot Individual
- C. GitHub Copilot Business
- D. GitHub Copilot Business for non-GHE Customers
- E. GitHub Copilot Teams
Answer: B
Explanation:
For an independent contractor, GitHub Copilot Individual is the most suitable and cost-effective plan.
NEW QUESTION # 65
How can you get multiple suggestions from GitHub Copilot?
- A. By asking for multiple suggestions using comments in your code
- B. By using @workspace in the chat window
- C. By using the inline chat functionality with the command 'multiple'
- D. By opening the completions panel in your editor
Answer: D
Explanation:
You can get multiple suggestions by opening the completions panel in your editor, which displays alternative code suggestions.
NEW QUESTION # 66
What is the correct way to exclude specific files from being used by GitHub Copilot Business during code suggestions?
- A. Add the specific files to a copilot.ignore file.
- B. Modify the .gitignore file to include the specific files.
- C. Use the GitHub Copilot settings in the user interface to exclude files.
- D. Rename the files to include the suffix _no_copilot.
Answer: C
Explanation:
The correct way to exclude files is through the GitHub Copilot settings in the user interface, which allows administrators to specify files and directories to be ignored.
NEW QUESTION # 67
What do you check when GitHub Copilot content exclusions are not working? Each correct answer presents part of the solution. (Choose two.)
- A. If the user is part of the content exclusion team that limits the use of content exclusions.
- B. If the user is in an organization that has content exclusions configured.
- C. If the content exclusion settings changed in the last 30 minutes or before that.
- D. If GitHub Copilot can connect to the server selected in your user settings.
Answer: B,C
Explanation:
Verify that the user belongs to an organization (or enterprise) where content exclusion rules have actually been set up.
Check whether the exclusion policy was recently modified - changes can take up to 30ꢀminutes to propagate before they take effect.
NEW QUESTION # 68
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