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Microsoft GH-300 認定試験の出題範囲:
| トピック | 出題範囲 |
|---|
| トピック 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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| トピック 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.
|
| トピック 3 | - 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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| トピック 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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| トピック 5 | - 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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| トピック 6 | - 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 GH-300関連資料 <<
GH-300模擬対策、GH-300日本語練習問題
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Microsoft GitHub Copilot 認定 GH-300 試験問題 (Q28-Q33):
質問 # 28
What method can be used to interact with GitHub Copilot?
- A. By using chat capabilities in NeoVim
- B. From a watch window in an IDE debug session
- C. By using a properly configured GitHub CLI
- D. From a web browser at https://github.copilot.com
正解:A
解説:
GitHub Copilot is an AI-powered code completion tool that integrates directly into supported Integrated Development Environments (IDEs) and code editors, such as Visual Studio Code, JetBrains IDEs, NeoVim, and others. Developers interact with it through their coding environment, where it provides real-time code suggestions, autocompletions, and (in some cases) chat-like capabilities via extensions or plugins (e.g., GitHub Copilot Chat in supported editors).
Evaluation of Options:
A). By using a properly configured GitHub CLIThe GitHub CLI (Command Line Interface) is a tool for interacting with GitHub repositories and workflows from the terminal, but it is not a method for interacting with GitHub Copilot. Copilot operates within code editors/IDEs, not through the CLI.Incorrect.
B). By using chat capabilities in NeoVimThis is partially correct. GitHub Copilot can be used in NeoVim with the appropriate plugin (e.g., the Copilot.vim plugin), and GitHub Copilot Chat-a feature that allows conversational interaction-may also be available depending on the setup and version. However, " chat capabilities in NeoVim " alone is not the primary or standard way to describe Copilot interaction, as it's more about code suggestions than chat. This is the closest option but not perfectly precise.Partially correct.
C). From a watch window in an IDE debug sessionThe " watch window " in an IDE is used during debugging to monitor variable values, not to interact with GitHub Copilot. Copilot provides suggestions while coding, not specifically in debug sessions or watch windows.Incorrect.
D). From a web browser athttps://github.copilot.comThere is no such URL as " https://github.copilot.com " dedicated to interacting with GitHub Copilot. Copilot is accessed via GitHub's authentication and integrated into editors/IDEs, not through a standalone web browser interface. Information about Copilot is available on GitHub's official site (e.g.,https://github.com/features/copilot), but interaction happens in the coding environment.Incorrect.
Reference: GitHub Copilot interaction documentation.
質問 # 29
How can the concept of fairness be integrated into the process of operating an AI tool?
- A. Regularly monitoring the AI tool's performance will ensure fairness in its outputs.
- B. Focusing on collecting large datasets for training will ensure fairness.
- C. Training AI data and algorithms to be free from biases will ensure fairness.
- D. Focusing on accessibility will ensure fairness.
正解:C
解説:
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.
質問 # 30
1.
blog.yatricloud.com
blog.yatricloud.com
- A. The API can generate detailed reports on code quality improvements made by GitHub Copilot.
- B. The API can refactor your code to improve productivity.
- C. The API can provide Copilot Chat specific suggestions acceptance metrics.
- D. The API can track the acceptance rate of code suggestions accepted and used in the organization.
- E. The API can provide feedback on coding style and standards compliance.
正解:C、D
解説:
The GitHub Copilot usage metrics API provides insights into the acceptance rate of code suggestions and Copilot Chat specific suggestions acceptance metrics, helping organizations evaluate its effectiveness.
Reference: GitHub Copilot usage metrics API documentation.
質問 # 31
What role does the pre-processing of user input play in the data flow of GitHub Copilot Chat?
- A. It formats the output response before presenting it to the user.
- B. It filters out irrelevant information from the user's input prompt.
- C. It enriches the input prompt with additional context before passing it to the language model.
- D. It directly generates a response based on the user's input prompt.
正解:C
解説:
"Before being sent to the model, user input is pre-processed to enrich the prompt with contextual information such as open files, code selections, or previous conversation history." This shows that pre-processing is used to enrich input with context, making option B correct.
References: GitHub Copilot Chat architecture documentation.
質問 # 32
Which of the following does GitHub Copilot's LLM derive context from when producing a response?
- A. Frequency of commits to the repository
- B. Version control system integrated with the IDE
- C. Neighboring or related files within a project
- D. Syntax highlighting scheme of the code in the IDE
正解:C
解説:
"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.
質問 # 33
......
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