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Microsoft GH-300 Exam Overview:
| Certification Vendor: | Microsoft |
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| Exam Name: | GitHub Copilot |
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| Exam Number: | GH-300 |
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| Exam Duration: | 100 minutes |
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| Available Languages: | Korean, Portuguese (Brazil), English, Spanish, Japanese |
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| Exam Format: | Scenario-based, Multiple-choice |
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| Real Exam Qty: | 65 |
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| Related Certifications: | GitHub Actions GitHub Foundations |
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| Certificate Validity Period: | 1 year (renewable) |
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| Passing Score: | 700 / 1000 |
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| Exam Price: | $99 USD |
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| Sample Questions: | Microsoft GH-300 Sample Questions |
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| Exam Way: | Online proctored exam (Pearson VUE) |
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| Pre Condition: | No formal prerequisites. Microsoft recommends practical experience using GitHub Copilot in an IDE and a general understanding of software development principles. |
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| Official Syllabus URL: | https://learn.microsoft.com/en-us/credentials/certifications/github-copilot |
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| Topic | Details |
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| Topic 1 | - 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 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 | - 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 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.
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| 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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| Topic 6 | - 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 (Q81-Q86):
NEW QUESTION # 81
What method can be used to interact with GitHub Copilot?
- A. By using a properly configured GitHub CLI
- B. From a web browser at https://github.copilot.com
- C. By using chat capabilities in NeoVim
- D. From a watch window in an IDE debug session
Answer: C
Explanation:
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 CLI
The 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 NeoVim
This 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 session
The "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 at https://github.copilot.com
There 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.
NEW QUESTION # 82
Are there any limitations to consider when using GitHub Copilot for code refactoring?
- A. GitHub Copilot can only be used with a limited set of programming languages.
- B. GitHub Copilot may not always produce optimized or best-practice code for refactoring.
- C. GitHub Copilot always produces bug-free code during refactoring.
- D. GitHub Copilot understands the context of your entire project and refactors code accordingly.
Answer: B
Explanation:
"While Copilot can suggest refactoring changes, the code may not always follow best practices or be fully optimized. Developers must review and validate suggestions." This confirms that limitations exist in optimization and best practices, making option A correct.
References: GitHub Copilot limitations documentation.
NEW QUESTION # 83
How long does GitHub retain Copilot data for Business and Enterprise? (Each correct answer presents part of the solution. Choose two.)
- A. User Engagement Data: Kept for Two Years
- B. Prompts and Suggestions: Retained for 28 days
- C. User Engagement Data: Kept for One Year
- D. Prompts and Suggestions: Not retained
Answer: A,B
Explanation:
For GitHub Copilot Business and Enterprise, prompts and suggestions are retained for 28 days to provide context and improve the service. User engagement data, which includes usage patterns and interactions, is kept for two years. This data retention policy is designed to balance service improvement with user privacy.
Reference: GitHub Copilot documentation on data privacy and retention policies for Business andEnterprise plans.
NEW QUESTION # 84
What do you check when GitHub Copilot content exclusions are not working? (Each correct answer presents part of the solution. Choose two.)
- A. If the user is in an organization that has content exclusions configured.
- B. If the content exclusion settings changed in the last 30 minutes or before that.
- C. If the user is part of the content exclusion team that limits the use of content exclusions.
- D. If GitHub Copilot can connect to the server selected in your user settings.
Answer: A,B
Explanation:
Exact extracts:
* "Changes to content exclusion settings can take up to 30 minutes to take effect." References: GitHub Copilot troubleshooting and content exclusions documentation.
NEW QUESTION # 85
What practices enhance the quality of suggestions provided by GitHub Copilot? (Select three.)
- A. Use a .gitignore file to exclude irrelevant files
- B. Using meaningful variable names
- C. Clearly defining the problem or task
- D. Providing examples of desired output
- E. Including personal information in the code comments
Answer: B,C,D
Explanation:
The quality of Copilot's suggestions is enhanced by clearly defining the task, using meaningful variable names, and providing examples of the desired output.
NEW QUESTION # 86
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