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| Topic | Details |
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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 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 | - 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 4 | - 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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| 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 | - 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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Microsoft GitHub Copilot Sample Questions (Q41-Q46):
NEW QUESTION # 41
A company is currently storing code in Bitbucket and would like to use GitHub Copilot. Which GitHub Copilot plan will be most cost effective to allow them to manage users with their Identity Provider (e.g. Okta)?
- A. GitHub Copilot Business for non-GHE customers
- B. GitHub Copilot Teams
- C. GitHub Copilot Individual
- D. GitHub Copilot Enterprise
Answer: D
Explanation:
GitHub Copilot Enterprise is the most cost-effective plan for managing users with an Identity Provider like Okta, as it provides enterprise-level features and integration.
Reference: GitHub Copilot pricing and features.
NEW QUESTION # 42
What is the correct way to exclude specific files from being used by GitHub Copilot Business during code suggestions?
- A. Rename the files to include the suffix _no_copilot.
- B. Use the GitHub Copilot settings in the user interface to exclude files.
- C. Modify the .gitignore file to include the specific files.
- D. Add the specific files to a copilot.ignore file.
Answer: B
Explanation:
The correct way to exclude files is through the GitHub Copilot settings in the user interface, which allows administrators to specify files and directories to be ignored.
Reference: GitHub Copilot Business content exclusion documentation.
NEW QUESTION # 43
How does GitHub Copilot suggest code optimizations for improved performance?
- A. By enforcing strict coding standards that ensure optimal performance.
- B. By automatically rewriting the codebase to use more efficient code.
- C. By providing detailed reports on the performance of the codebase.
- D. By analyzing the codebase and suggesting more efficient algorithms or data structures.
Answer: D
Explanation:
GitHub Copilot suggests code optimizations by analyzing the codebase and recommending more efficient algorithms or data structures.
Reference: GitHub Copilot code optimization documentation.
NEW QUESTION # 44
Where is the proxy service hosted?
- A. Self hosted
- B. Google Cloud Platform
- C. Microsoft Azure
- D. Amazon Web Service
Answer: C
Explanation:
The proxy service for GitHub Copilot is hosted on Microsoft Azure.
Reference: GitHub Copilot infrastructure and hosting information.
NEW QUESTION # 45
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 can convert comments into code to grasp the syntax and nuances of a new programming language.
- C. GitHub Copilot's /understand command will help GitHub Copilot to understand code written in a targeted programming language.
- D. GitHub Copilot Chat can provide guidance and support for common coding tasks and challenges in the targeted programming language.
Answer: B,D
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.
Reference: GitHub Copilot language learning documentation.
NEW QUESTION # 46
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