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Microsoft GH-300 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Improve developer productivity with Copilot	10%	- Software development enhancement 1. Sample data generation 2. Legacy code modernization 3. Code generation and refactoring - Testing and security 1. Unit and integration test generation 2. Security and performance suggestions
Topic 2: Prompt engineering and context crafting	10%	- Prompt design 1. Prompt structure and context usage 2. Zero-shot and few-shot prompting - Optimization 1. Prompt refinement techniques
Topic 3: 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. Suggestion lifecycle 2. LLM limitations
Topic 4: Privacy, exclusions, and safeguards	15%	- Privacy configuration 1. Content exclusions and repository controls 2. Data ownership and usage limitations - Security safeguards 1. Security warnings and mitigations 2. Duplication detection
Topic 5: 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. Pull request summaries and code review 2. Copilot Spaces and Spark 3. Agent Mode and Edit Mode - Organization administration 1. Audit logs and subscription management 2. Policy management and feature control
Topic 6: Use GitHub Copilot responsibly	15%	- Copilot responsible operation 1. Safe usage practices in development workflows - Responsible AI principles 1. Ethical AI usage and governance 2. Risks and limitations of generative AI 3. Validation of AI-generated output

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Microsoft GitHub Copilot Sample Questions (Q99-Q104):

NEW QUESTION # 99
How can GitHub Copilot assist in maintaining consistency across your tests?

A. By providing documentation references based on industry best practices.
B. By writing the implementation code for the function based on context.
C. By identifying a pattern in the way you write tests and suggesting similar patterns for future tests.
D. By automatically fixing all tests in the code based on the context.

Answer: C

Explanation:
"Copilot learns from the patterns in your existing tests and suggests similar structures, which helps maintain consistency across the test suite." This confirms that Copilot supports test consistency through pattern recognition and suggestion.
References: GitHub Copilot testing documentation.

NEW QUESTION # 100
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 Teams
B. GitHub Copilot Individual
C. GitHub Copilot Enterprise
D. GitHub Copilot Business
E. GitHub Copilot Business for non-GHE Customers

Answer: B

Explanation:
For an independent contractor, GitHub Copilot Individual is the most suitable and cost-effective plan.

NEW QUESTION # 101
If you are working on open source projects, GitHub Copilot Individual can be paid:

A. Through an Azure Subscription
B. Through an invoice or a credit card
C. N/A - Copilot Individual is a free service for all open source projects
D. Based on the payment method in your user profile

Answer: D

NEW QUESTION # 102
You start GitHub Copilot CLI from a directory named /repo/app. You store test files in a directory named
/repo/tests.
You need to add /repo/tests as a trusted directory without restarting GitHub Copilot CLI. The solution must ensure that GitHub Copilot can access and modify the files.
How should you complete the command? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:

Explanation:

NEW QUESTION # 103
Which of the following describes role prompting?

A. Prompt GitHub Copilot to explain what was the role of a suggestion
B. Tell GitHub Copilot in what tone of voice it should respond
C. Giving GitHub Copilot multiple examples of the form of the data you want to use
D. Describing in your prompt what your role is to get a better suggestion

Answer: D

Explanation:
Role prompting involves explicitly stating your role or the persona you want GitHub Copilot to adopt within your prompt. This helps Copilot provide more contextually relevant and accurate suggestions. By defining your role (e.g., "As a senior software engineer," "As a technical writer"), you guide Copilot to tailor its responses to align with the expertise and perspective associated with that role. This improves the quality and relevance of the generated code and explanations.

NEW QUESTION # 104
......

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