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Microsoft GH-300 Exam Syllabus Topics:

SectionWeightObjectives
Responsible AI with GitHub Copilot7%- Bias and fairness in AI-generated code
- Privacy and transparency considerations
- Risks and limitations of generative AI tools
- Ethical AI principles and responsible use
- Validating AI output and mitigation strategies
Prompt Engineering and AI Interaction9%- Creating effective prompts
- Refining prompts for better coding results
- Improving Copilot responses using context
- Crafting and refining prompts (prompt engineering)
Developer Use Cases for AI14%- Code generation and refactoring
- Debugging applications
- SDLC support and productivity insights
- Documentation generation
- Learning new languages and frameworks
- Automating repetitive development tasks
How GitHub Copilot Works and Handles Data15%- How Copilot gathers code context
- Privacy and data handling within Copilot
- AI model response generation
- The prompt creation process
- Understanding that private repository content is not used to train models
GitHub Copilot Plans and Features31%- Differences between Copilot Individual, Business, and Enterprise plans
- Copilot Chat and code suggestion capabilities
- Configuration options and productivity features
- IDE integration (VS Code, Visual Studio, JetBrains)
- Implementing and managing Copilot plans for an organization
Privacy Fundamentals and Context Exclusions15%- Ownership of AI-generated outputs
- Content exclusions at repository and organization level
- Troubleshooting: missing suggestions, exclusions not applied, triggering Copilot
- Effects and limitations of content exclusions
- Safeguards: duplication detector, contractual protection, data collection settings
Testing with GitHub Copilot9%- Editor configuration and org-level suggestion settings
- Generating unit tests and integration tests
- Improving test coverage with AI suggestions
- Identifying edge cases

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Microsoft GitHub Copilot Sample Questions (Q59-Q64):

NEW QUESTION # 59
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 # 60
Where is the proxy service hosted?

Answer: B

Explanation:
The proxy service for GitHub Copilot is hosted on Microsoft Azure.


NEW QUESTION # 61
A company is currently storing code in Bitbucket and would like to use GitHub Copilot. Which GitHub Copilot plan will be most cost effective to allow them to manage users with their Identity Provider (e.g. Okta)?

Answer: D

Explanation:
GitHub Copilot Enterprise is the most cost-effective plan for managing users with an Identity Provider like Okta, as it provides enterprise-level features and integration.
Reference: GitHub Copilot pricing and features.


NEW QUESTION # 62
How does GitHub Copilot Chat utilize its training data and external sources to generate responses when answering coding questions?

Answer: A

Explanation:
GitHub Copilot Chat combines its training data, code from user repositories, and external sources like Bing to generate comprehensive and relevant responses to coding questions.


NEW QUESTION # 63
Which of the following scenarios best describes the intended use of GitHub Copilot Chat as a tool?

Answer: C

Explanation:
GitHub Copilot Chat is designed to be a productivity enhancer, not a replacement for human developers. It provides suggestions and assists with coding tasks, but the final decision and validation always rest with the developer. Copilot Chat is meant to augment the developer's workflow, making it faster and more efficient, but it does not remove the need for human oversight and judgment.


NEW QUESTION # 64
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