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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 | - 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 3 | - 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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Microsoft GitHub Copilot Sample Questions (Q21-Q26):
NEW QUESTION # 21
GitHub Copilot in the Command Line Interface (CLI) can be used to configure the following settings: (Each correct answer presents part of the solution. Choose two.)
- A. The default execution confirmation
- B. Usage analytics
- C. The default editor
- D. GitHub CLI subcommands
Answer: A,B
Explanation:
GitHub Copilot in the CLI allows configuration of settings such as the default execution confirmation and usage analytics. These settings help tailor the CLI experience to the user's preferences.
Reference: GitHub Copilot CLI configuration documentation.
NEW QUESTION # 22
What is a limitation of content exclusions?
- A. Repository administrators and organization owners cannot manage content exclusion settings.
- B. Content exclusions can only be configured by an enterprise administrator.
- C. Content exclusions can be worked around as it is only available for Git repositories.
- D. Content exclusions are only available in the GitHub Copilot Individual plan.
Answer: C
Explanation:
A limitation is that content exclusions are only available for Git repositories, meaning they can be worked around if content is accessed through other means.
NEW QUESTION # 23
What are two techniques that can be used to improve prompts to GitHub Copilot? (Select two.)
- A. Provide links to supporting documentation
- B. Provide all information about the utilized files
- C. Provide specific success criteria
- D. Provide insight on where to get the content from to get a response
Answer: A,C
Explanation:
Improving prompts involves providing specific success criteria and including links to supporting documentation to give GitHub Copilot more context and direction.
NEW QUESTION # 24
How can the concept of fairness be integrated into the process of operating an AI tool?
- A. Focusing on accessibility will ensure fairness.
- B. Focusing on collecting large datasets for training will ensure fairness.
- C. Regularly monitoring the AI tool's performance will ensure fairness in its outputs.
- D. Training AI data and algorithms to be free from biases will ensure fairness.
Answer: D
Explanation:
Fairness in AI tools is achieved by training the data and algorithms to be free from biases. This ensures that the tool treats all users equitably and avoids discriminatory outcomes.
Reference: Microsoft's AI principles and fairness guidelines.
NEW QUESTION # 25
Which of the following is correct about GitHub Copilot Knowledge Bases?
- A. All file types are indexed
- B. Indexing is static
- C. It is an Enterprise feature
- D. All repos are indexed
Answer: C
Explanation:
GitHub Copilot Knowledge Bases is an Enterprise feature that allows the tool to use an organization's internal documentation and code for more accurate and relevant suggestions.
Reference: GitHub Copilot Enterprise Knowledge Base documentation.
NEW QUESTION # 26
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