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Microsoft GH-300 Exam Syllabus Topics:

Section	Weight	Objectives
Use GitHub Copilot features	30%	- IDE integration 1. CLI usage and setup 2. Inline suggestions and chat usage 3. File and repository exclusions - Advanced Copilot capabilities 1. Agent Mode and Edit Mode 2. Copilot Spaces and Spark 3. Pull request summaries and code review - Organization administration 1. Audit logs and subscription management 2. Policy management and feature control
Use GitHub Copilot responsibly	15%	- Copilot responsible operation 1. Safe usage practices in development workflows - Responsible AI principles 1. Validation of AI-generated output 2. Ethical AI usage and governance 3. Risks and limitations of generative AI
Privacy, exclusions, and safeguards	15%	- Security safeguards 1. Duplication detection 2. Security warnings and mitigations - Privacy configuration 1. Content exclusions and repository controls 2. Data ownership and usage limitations
Improve developer productivity with Copilot	10%	- Software development enhancement 1. Sample data generation 2. Code generation and refactoring 3. Legacy code modernization - Testing and security 1. Security and performance suggestions 2. Unit and integration test generation
Prompt engineering and context crafting	10%	- Optimization 1. Prompt refinement techniques - Prompt design 1. Prompt structure and context usage 2. Zero-shot and few-shot prompting
Understand GitHub Copilot data and architecture	15%	- Data handling 1. Input processing and prompt construction 2. Data flow and privacy boundaries - System behavior and limitations 1. LLM limitations 2. Suggestion lifecycle

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Microsoft GitHub Copilot Sample Questions (Q126-Q131):

NEW QUESTION # 126
What is one of the recommended practices when using GitHub Copilot Chat to enhance code quality?

A. Disable Copilot's inline suggestions.
B. Regularly review and refactor the code suggested by Copilot.
C. Avoid using Copilot for complex tasks.
D. Rely solely on Copilot's suggestions without reviewing them.

Answer: B

Explanation:
"Developers should always review, test, and refactor code generated by GitHub Copilot. Copilot can speed up development, but maintaining code quality requires careful human oversight." This establishes that regularly reviewing and refactoring Copilot suggestions is the recommended best practice.
References: GitHub Copilot responsible use guidelines.

NEW QUESTION # 127
Which of the following GitHub Copilot Business related activities can be tracked using the organization audit logs?

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

Answer: D

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

NEW QUESTION # 128
What method can a developer use to generate sample data with GitHub Copilot? (Each correct answer presents part of the solution. Choose two.)

A. Leveraging GitHub Copilot's ability to independently initiate and manage data storage services.
B. Utilizing GitHub Copilot's ability to create fictitious information from patterns in training data.
C. Utilize GitHub Copilot's capability to directly access and use databases to create sample data.
D. Leveraging GitHub Copilot's suggestions to create data based on API documentation in the repository.

Answer: B,D

Explanation:
GitHub Copilot can generate sample data by creating fictitious information based on patterns in its training data and by using suggestions based on API documentation within the repository.

NEW QUESTION # 129
You have a GitHub Copilot subscription.
You need to start an interactive GitHub Copilot CLI session from the root folder of a project.
If you are NOT authenticated, GitHub Copilot must prompt you to sign in.
Which four actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Answer:

Explanation:

NEW QUESTION # 130
How can you improve the context used by GitHub Copilot? (Each correct answer presents part of the solution. Choose two.)

A. By adding relevant code snippets to your prompt
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 the important files to your .gitconfig

Answer: A,C

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 # 131
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