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GitHub GitHub-Copilot Exam Syllabus Topics:

Section	Weight	Objectives
Responsible AI	7%	- Explain responsible usage of AI 1. Ethical AI practices and mitigation of harm 2. Validating AI-generated output 3. Risks and limitations of generative AI 4. Bias, privacy, security, and transparency considerations
GitHub Copilot Data, Privacy, and Architecture		- Data handling and privacy safeguards 1. Data usage and retention considerations 2. Content exclusions and enterprise controls
Developer Productivity with Copilot		- Workflow optimization 1. Debugging and code completion enhancement 2. Using Copilot in IDE workflows
GitHub Copilot Plans and Features	31%	- Copilot plans comparison 1. IDE integration and Copilot Chat usage 2. Copilot Individual vs Business vs Enterprise - Core Copilot features 1. CLI and multi-suggestion workflows 2. Chat-based assistance 3. Inline code suggestions
Prompt Engineering and Context Crafting		- Effective prompting techniques 1. Zero-shot and few-shot prompting 2. Context optimization for code generation

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GitHub CopilotCertification Exam Sample Questions (Q46-Q51):

NEW QUESTION # 46
Which of the following GitHub Copilot Business related activities can be tracked using the organization audit logs?

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

Answer: C

Explanation:
Organization audit logs track changes to content exclusion settings, providing administrators with visibility into configuration changes.

NEW QUESTION # 47
What is used by GitHub Copilot in the IDE to determine the prompt context?

A. The open tabs in the IDE and the current folder of the terminal.
B. Information from the IDE like open tabs, cursor location, selected code.
C. All the code visible in the current IDE.
D. All the code in the current repository and any git submodules.

Answer: B

Explanation:
Copilot gathers context directly from your IDE - including which files or tabs are open, where your cursor is positioned, and any selected code - to tailor its suggestions to exactly where and how you're coding.

NEW QUESTION # 48
What is the correct way to exclude specific files from being used by GitHub Copilot Business during code suggestions?

A. Rename the files to include the suffix _no_copilot.
B. Use the GitHub Copilot settings in the user interface to exclude files.
C. Modify the .gitignore file to include the specific files.
D. Add the specific files to a copilot.ignore file.

Answer: B

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 # 49
What are the different ways to give context to GitHub Copilot to get more precise responses?
Each correct answer presents part of the solution. (Choose two.)

A. Utilize to interpret developer's thoughts and intentions without any code or comments.
B. Access developer's previous projects and code repositories to understand their coding style without explicit permission.
C. Engage with chat participants such as @workspace to incorporate collaborative context into the responses.
D. Utilize chat variables like #file and #editors to anchor the conversation within the specific context of the files or editors in use.

Answer: C,D

Explanation:
Using mentions like @workspace brings the entire repository context (files, branches, etc.) into the chat, helping Copilot Chat tailor its suggestions to your project.
Employing chat variables such as #file and #editors signals exactly which file or editor pane you're referring to, so Copilot can anchor its responses in that specific context.

NEW QUESTION # 50
What content can be configured to be excluded with content exclusions? (Each correct answer presents part of the solution. Choose three.)

A. Folders
B. Lines in files
C. Files
D. Repositories
E. Gists

Answer: A,C,D

Explanation:
Content exclusions allow you to exclude files, folders, and repositories from being used by GitHub Copilot.

NEW QUESTION # 51
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