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| Topic | Details |
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| Topic 1 | - 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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| 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 | - 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 | - 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 5 | - 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 6 | - 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 (Q44-Q49):
NEW QUESTION # 44
What are the potential limitations of GitHub Copilot in maintaining existing codebases?
- A. GitHub Copilot's suggestions are always aware of the entire codebase.
- B. GitHub Copilot can refactor and optimize the entire codebase up to 10,000 lines of code.
- C. GitHub Copilot can independently manage and resolve all merge conflicts in version control.
- D. GitHub Copilot might not fully understand the context and dependencies within a large codebase.
Answer: D
Explanation:
"Copilot may not always understand the full context or complex dependencies in large codebases, and suggestions may require significant review." This proves that the main limitation is a lack of deep awareness of complex or large codebase contexts.
References: GitHub Copilot limitations documentation.
NEW QUESTION # 45
Identify the steps involved in the life cycle of a GitHub Copilot code suggestion? (Each correct answer presents part of the solution. Choose two.)
- A. Retraining the model
- B. Capturing the user's context
- C. Processing telemetry data
- D. Storing user data
- E. Generate suggestions
Answer: B,E
Explanation:
Exact extracts:
* "Copilot first captures the context of the developer's code and environment." References: GitHub Copilot technical overview documentation.
NEW QUESTION # 46
Select a strategy to increase the performance of GitHub Copilot Chat.
- A. Optimize the usage of memory-intensive operations within generated code
- B. Use a single GitHub Copilot Chat query to find resolutions for the collection of technical requirements
- C. Limit the number of concurrent users accessing GitHub Copilot Chat
- D. Apply prompt engineering techniques to be more specific
Answer: D
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 # 47
Which of the following are true about code suggestions? (Each correct answer presents part of the solution.
Choose two.)
- A. Code suggestions are limited to single-line suggestions
- B. Code suggestions are guaranteed to not expose known security vulnerabilities
- C. You can use keyboard shortcuts to accept the next word in a suggestion
- D. Code suggestions will always compile or run without modifications
- E. Alternative code suggestions can be shown in a new tab
Answer: C,E
Explanation:
Exact extracts:
* "You can accept individual words, lines, or entire suggestions with keyboard shortcuts." References: GitHub Copilot editor usage documentation.
NEW QUESTION # 48
A social media manager wants to use AI to filter content. How can they promote transparency in the platform' s AI operations?
- A. By focusing on user satisfaction with the content filtering.
- B. By relying on a well-regarded AI development company.
- C. By providing clear explanations about the types of content the AI is designed to filter and how it arrives at its conclusion.
- D. By regularly updating the AI filtering algorithm.
Answer: C
Explanation:
Exact extracts:
* "Transparency. AI systems should be understandable."
References: Microsoft Responsible AI guidelines and transparency notes.
NEW QUESTION # 49
......
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