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| Topic | Details |
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| Topic 1 | - Privacy Fundamentals and Context Exclusions: This domain focuses on Security Engineers and Compliance Officers and addresses improving code quality with Copilot’s test suggestions and security optimizations. It covers identification of security vulnerabilities, performance enhancements, and privacy features like content exclusions at repository and organization levels with explanation of their limitations. Candidates learn about safeguarding mechanisms such as duplication detection, contractual protections, security checks, and troubleshooting guide for common Copilot issues including context exclusions and suggestion gaps.
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| Topic 2 | - Developer Use Cases for AI: Targeting Software Engineers and Technical Leads, this domain elaborates on how AI improves developer productivity across common tasks like learning new languages, translation, documentation, debugging, data science, and refactoring. It discusses Copilot’s support in software development lifecycle management and highlights its limitations. Use of the productivity API to track Copilot’s impact is also included.
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| Topic 3 | - Responsible :This section of the exam measures skills of AI Ethics Officers and Risk Managers and covers the responsible and ethical usage of AI technologies. It explains the risks and limitations associated with generative AI tools, including biases in training data and the need to validate AI outputs. Candidates learn how to operate AI responsibly by identifying potential harms such as bias, fairness, privacy concerns, and mitigating these harms by applying ethical AI principles.
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| Topic 4 | - GitHub Copilot Plans and Feature: This domain targets Product Managers and DevOps Engineers and focuses on understanding the various GitHub Copilot subscription plans like Individual, Business, and Enterprise, including distinctions and management features. It covers how Copilot is integrated into IDEs, different triggering methods for code suggestions, organizational policy management, subscription administration via API, and effective use of Copilot Chat and Knowledge Bases. Candidates also learn about CLI usage and configuration.
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Microsoft GitHub Copilot Sample Questions (Q66-Q71):
NEW QUESTION # 66
How do you generate code suggestions with GitHub Copilot in the CLI?
- A. Describe the project's architecture -> Use the copilot generate command -> Accept the generated suggestion.
- B. Write code comments -> Press the suggestion shortcut -> Select the best suggestion from the list.
- C. Use copilot suggest -> Write the command you want -> Select the best suggestion from the list.
- D. Type out the code snippet -> Use the copilot refine command to enhance it -> Review the suggested command.
Answer: B
Explanation:
In the CLI, GitHub Copilot generates code suggestions by analyzing code comments. You write comments describing what you want, and Copilot provides relevant code suggestions. You then select the best suggestion from the list.
Reference: GitHub Copilot CLI documentation.
NEW QUESTION # 67
How does GitHub Copilot Chat utilize its training data and external sources to generate responses when answering coding questions?
- A. It primarily relies on the model's training data to generate responses.
- B. It primarily uses search results from Bing to generate responses.
- C. It combines its training data set, code in user repositories, and external sources like Bing to generate responses.
- D. It uses user-provided documentation exclusively to generate responses.
Answer: C
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 # 68
How long does it take content exclusion to add or be updated?
- A. 45 - 60 minutes
- B. 60 - 90 minutes
- C. 24 hours
- D. Up to 30 minutes
Answer: D
Explanation:
Content exclusions typically take up to 30 minutes to be added or updated.
NEW QUESTION # 69
Select a strategy to increase the performance of GitHub Copilot Chat.
- A. Use a single GitHub Copilot Chat query to find resolutions for the collection of technical requirements
- B. Optimize the usage of memory-intensive operations within generated code
- C. Apply prompt engineering techniques to be more specific
- D. Limit the number of concurrent users accessing GitHub Copilot Chat
Answer: C
Explanation:
Applying prompt engineering techniques to be more specific is the best strategy to increase the performance and relevance of GitHub Copilot Chat's responses.
NEW QUESTION # 70
Which REST API endpoint is used to modify details about a GitHub Copilot Business subscription? (Each correct answer presents part of the solution. Choose two.)
- A. Add teams to the Copilot subscription for an organization
- B. Remove teams from the Copilot subscription for an organization
- C. Reassign Copilot seats based on GitHub repository size
- D. Migrate Copilot seat assignments between GitHub organizations
- E. Upgrade or downgrade the subscription tier
Answer: A,B
Explanation:
The REST API endpoints are used to add and remove teams from the Copilot Business subscription within an organization.
Reference: GitHub Copilot Business API documentation.
NEW QUESTION # 71
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