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| Topic | Details |
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| Topic 1 | - 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 2 | - Domain 4: Prompt Crafting and Prompt Engineering This section measures skills of Software Developers and AI Interaction Designers in effectively crafting prompts to optimize Copilot’s output. It reviews foundational concepts such as prompt components, the role of language in prompting, zero-shot vs. few-shot prompting, and how chat history influences responses. Best practices and engineering principles for prompt design and training methods are also covered.
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| Topic 3 | - How GitHub Copilot Works and Handles Data: Designed for Machine Learning Engineers and Data Privacy Specialists, this section covers the data lifecycle and processing behind Copilot’s code suggestions. It explains how context is gathered, prompts constructed, responses generated, and post-processed through proxy services. Candidates understand Copilot’s data policies, handling of inputs, and limitations such as context window size and data age influencing suggestion relevance.
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Microsoft GitHub Copilot Sample Questions (Q66-Q71):
NEW QUESTION # 66
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 # 67
What is a key consideration when relying on GitHub Copilot Chat's explanations of code functionality and proposed improvements?
- A. Reviewing and validating the generated output for accuracy and completeness.
- B. The explanations are dynamically updated based on user feedback.
- C. The explanations are primarily derived from user-provided documentation.
- D. GitHub Copilot Chat uses a static database for generating explanations.
Answer: A
Explanation:
While GitHub Copilot Chat can provide helpful explanations and suggestions, it's crucial to review and validate the generated output. Copilot's suggestions are based on its training data, and they may not always be perfectly accurate or complete. Human judgment is essential to ensure the quality and correctness of the code.
NEW QUESTION # 68
How long does it take content exclusion to add or be updated?
- A. 60 - 90 minutes
- B. Up to 30 minutes
- C. 45 - 60 minutes
- D. 24 hours
Answer: B
Explanation:
Content exclusions typically take up to 30 minutes to be added or updated.
Reference: GitHub Copilot content exclusion documentation.
NEW QUESTION # 69
Which GitHub Copilot pricing plans include features that exclude your GitHub Copilot data like usage, prompts, and suggestions from default training GitHub Copilot? (Choose two correct answers.)
- A. GitHub Copilot Codespace
- B. GitHub Copilot Individual
- C. GitHub Copilot Enterprise
- D. GitHub Copilot Business
Answer: C,D
NEW QUESTION # 70
Which of the following statements best describes the impact of GitHub Copilot on the software development process?
- A. It reduces overhead by automating testing workflows.
- B. It increases productivity by automating repetitive coding tasks.
- C. It decreases software vulnerabilities from third party dependencies.
- D. It replaces the need for developers in the software development process.
Answer: B
Explanation:
GitHub Copilot primarily impacts the software development process by increasing productivity through automating repetitive coding tasks.
Reference: GitHub Copilot impact documentation.
NEW QUESTION # 71
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