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Microsoft GH-300 Exam Syllabus Topics:
Topic
Details
Topic 1
- 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.
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.
Topic 3
- 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.
Topic 4
- 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.
Topic 5
- 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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Microsoft GitHub Copilot Sample Questions (Q73-Q78):
NEW QUESTION # 73
When can GitHub Copilot still use content that was excluded using content exclusion?
- A. If the content exclusion was configured at the enterprise level, and is overwritten at the organization level.
- B. When the repository-level settings allow overrides by the user.
- C. If the contents of an excluded file are referenced in code that is not excluded, for example function calls.
- D. When the user prompts with @workspace.
Answer: C
Explanation:
"If excluded content is referenced by non-excluded code, such as through function calls, Copilot may still use that reference context." This confirms that excluded content can indirectly appear if referenced elsewhere.
References: GitHub Copilot content exclusions limitations documentation.
NEW QUESTION # 74
How does GitHub Copilot identify matching code and ensure that public code is appropriately handled or blocked? (Each correct answer presents part of the solution. Choose two.)
- A. Implementing safeguards to detect and avoid suggesting verbatim snippets from public code
- B. Reviewing and storing user-specific private repository data for future suggestions
- C. Filtering out suggestions that match code from public repositories
- D. Using machine learning models trained only on private repositories
Answer: A,C
Explanation:
Exact extracts:
* "GitHub Copilot has a filter to detect code suggestions that match public code on GitHub. When this filter is enabled, Copilot checks suggestions with about 150 characters or more against public code and blocks them if a match is found." References: GitHub Copilot duplication detection and safeguards documentation.
NEW QUESTION # 75
Which of the following does GitHub Copilot's LLM derive context from when producing a response?
- A. Version control system integrated with the IDE
- B. Syntax highlighting scheme of the code in the IDE
- C. Frequency of commits to the repository
- D. Neighboring or related files within a project
Answer: D
Explanation:
"Copilot may use context from neighboring or related files in the project to improve the accuracy of its suggestions." This confirms that context is enriched with information from related files, making option C correct.
References: GitHub Copilot context derivation documentation.
NEW QUESTION # 76
How can users provide feedback about GitHub Copilot Chat using their IDE?
- A. By posting on the GitHub forums
- B. Through the "Share Feedback" button in the Copilot Chat panel
- C. By emailing the support team directly
- D. By filling out a feedback form on the GitHub website
Answer: B
Explanation:
"In supported IDEs, you can provide feedback directly from the Copilot Chat panel by selecting the 'Share Feedback' option." This establishes that the in-IDE "Share Feedback" button is the official channel for submitting user feedback.
References: GitHub Copilot Chat feedback documentation.
NEW QUESTION # 77
How can GitHub Copilot facilitate a smoother learning experience when diving into a new programming language? (Each correct answer presents part of the solution. Choose two.)
- A. GitHub Copilot can provide contextualized code suggestions and answer sources from an organization's documentation.
- B. GitHub Copilot Chat can provide guidance and support for common coding tasks and challenges in the targeted programming language.
- C. GitHub Copilot can convert comments into code to grasp the syntax and nuances of a new programming language.
- D. GitHub Copilot's /understand command will help GitHub Copilot to understand code written in a targeted programming language.
Answer: B,C
Explanation:
GitHub Copilot helps with learning new languages by providing guidance on common tasks and by converting comments into code, allowing developers to see syntax in action.
NEW QUESTION # 78
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