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| Topic 1 | - 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 2 | - Domain 6: Testing with GitHub Copilot: This section measures abilities of QA Engineers and Test Automation Specialists to use Copilot for test generation, including unit and integration tests. It explains how Copilot can identify edge cases and assist in writing assertions. The domain also covers different Copilot subscription SKUs, privacy considerations, organizational code suggestion settings, and configuration files related to Copilot.
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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 | - 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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Microsoft GitHub Copilot Sample Questions (Q113-Q118):
NEW QUESTION # 113
Which Microsoft ethical AI principle is aimed at ensuring AI systems treat all people equally?
- A. Reliability and Safety
- B. Inclusiveness
- C. Privacy and Security
- D. Fairness
Answer: D
Explanation:
The principle of fairness ensures that AI systems treat all people equally and avoid discriminatory outcomes.
NEW QUESTION # 114
What is a key consideration when relying on GitHub Copilot Chat's explanations of code functionality and proposed improvements?
- A. GitHub Copilot Chat uses a static database for generating explanations.
- B. The explanations are primarily derived from user-provided documentation.
- C. Reviewing and validating the generated output for accuracy and completeness.
- D. The explanations are dynamically updated based on user feedback.
Answer: C
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.
Reference: GitHub Copilot best practices and usage guidelines.
NEW QUESTION # 115
In what way can GitHub Copilot and GitHub Copilot Chat aid developers in modernizing applications?
- A. GitHub Copilot can create and deploy full-stack applications based on a single query.
- B. GitHub Copilot can suggest modern programming patterns based on your code.
- C. GitHub Copilot can refactor applications to align with upcoming standards.
- D. GitHub Copilot can directly convert legacy applications into cloud-native architectures.
Answer: B
Explanation:
GitHub Copilot and GitHub Copilot Chat are powerful AI-driven tools designed to assist developers by providing context-aware code suggestions and interactive support. Specifically, in the context of modernizing applications, GitHub Copilot excels at analyzing existing code and suggesting modern programming patterns, best practices, and syntax improvements that align with contemporary development standards. For example, it can recommend updates to outdated constructs, propose more efficient algorithms, or suggest frameworks and libraries that are widely used in modern application development.
* Why not A?GitHub Copilot does not "directly convert" legacy applications into cloud-native architectures. It can assist by suggesting code changes or patterns that support such a transition, but it doesn't autonomously perform the full conversion process, which involves architectural decisions and deployment steps beyond its scope.
* Why not C?While GitHub Copilot can generate code snippets and even larger portions of an application, it cannot create and deploy full-stack applications from a single query. It requires developer input, refinement, and integration to achieve a complete, deployable solution.
* Why not D?GitHub Copilot can assist with refactoring by suggesting improvements to existing code, but it doesn't inherently "align with upcoming standards" in a predictive sense. Its suggestions are based on current best practices and the data it was trained on, not future standards that are yet to be defined.
Thus,Bis the most accurate and realistic way GitHub Copilot aids developers in modernizing applications, leveraging its ability to provide relevant, context-based suggestions to update and improve codebases.
Reference: GitHub Copilot documentation on application modernization.
NEW QUESTION # 116
Which of the following steps correctly demonstrates how to establish an organization-wide policy for GitHub Copilot Business to restrict its use to certain repositories?
- A. Create a copilot.policy file in each repository
- B. Create a copilot.policy in the .github repository
- C. Configure the policies in the organization settings
- D. Apply policies through the GitHub Actions configuration
Answer: C
Explanation:
"Organization administrators can configure GitHub Copilot Business policies within the organization settings, including restricting usage to certain repositories." This proves that the correct way is through organization settings, not repository-level files or GitHub Actions.
References: GitHub Copilot Business policy management documentation.
NEW QUESTION # 117
Which of the following scenarios best describes the intended use of GitHub Copilot Chat as a tool?
- A. A solution for software development, requiring no additional input or oversight.
- B. A complete replacement for developers generating code.
- C. A tool solely designed for debugging and error correction.
- D. A productivity tool that provides suggestions, but relying on human judgment.
Answer: D
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 # 118
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