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GitHub GitHub-Copilot Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: GitHub Copilot Plans and Features	31%	- Core Copilot features 1. CLI and multi-suggestion workflows 2. Inline code suggestions 3. Chat-based assistance - Copilot plans comparison 1. Copilot Individual vs Business vs Enterprise 2. IDE integration and Copilot Chat usage
Topic 2: GitHub Copilot Data, Privacy, and Architecture		- Data handling and privacy safeguards 1. Data usage and retention considerations 2. Content exclusions and enterprise controls
Topic 3: Developer Productivity with Copilot		- Workflow optimization 1. Using Copilot in IDE workflows 2. Debugging and code completion enhancement
Topic 4: Prompt Engineering and Context Crafting		- Effective prompting techniques 1. Zero-shot and few-shot prompting 2. Context optimization for code generation
Topic 5: Responsible AI	7%	- Explain responsible usage of AI 1. Risks and limitations of generative AI 2. Ethical AI practices and mitigation of harm 3. Validating AI-generated output 4. Bias, privacy, security, and transparency considerations

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GitHub CopilotCertification Exam Sample Questions (Q107-Q112):

NEW QUESTION # 107
How can GitHub Copilot assist developers during the requirements analysis phase of the Software Development Life Cycle (SDLC)?

A. By identifying and fixing potential requirement conflicts when using /help.
B. By automatically generating detailed requirements documents.
C. By providing templates and code snippets that help in documenting requirements.
D. By managing stakeholder communication and meetings.

Answer: C

Explanation:
GitHub Copilot can assist during the requirements analysis phase by providing templates and code snippets that aid in documenting requirements. This helps streamline the process of capturing and organizing project requirements.

NEW QUESTION # 108
Which of the following is a risk associated with using AI?

A. AI eliminates the need for data privacy regulations.
B. AI systems can sometimes make decisions that are difficult to interpret.
C. AI replaces the need for developer opportunities in most fields.
D. AI algorithms are incapable of perpetuating existing biases.

Answer: B

Explanation:
A risk associated with AI is that its decisions can be difficult to interpret, leading to a lack of transparency and potential misunderstandings.

NEW QUESTION # 109
What type of information can you retrieve through GitHub Copilot Business Subscriptions via REST API? Each correct answer presents part of the solution. (Choose two.)

A. View code suggestions for a specific user
B. Get a summary of GitHub Copilot usage for organization members
C. List all GitHub Copilot seat assignments for an organization
D. List of all unsubscribed GitHub Copilot members within an organization

Answer: B,C

Explanation:
The REST API includes a List all Copilot seat assignments for an organization endpoint, which returns every active seat currently being billed for that org There's also a Get Copilot metrics for an organization endpoint that provides a summary of usage data across all organization members

NEW QUESTION # 110
As a developer who is evaluating the efficiency of GitHub Copilot in generating accurate code across different problem domains. During your R&D, you want to consider the limitations of GenAI tools like Copilot. Which of the following options best describes a core limitation?

A. Copilot can only be used offline without internet access
B. Copilot may return output that reflects bias or inaccurate info because of its training dataright
C. Copilot always generates error-free code across all languages
D. Copilot reduces the need for STLC and code reviews

Answer: B

Explanation:
Copilot is trained on a vast amount of data, which is publicly available; this data may include the biased, outdated, or incorrect practices of code implementation. This typically highlights a key concern in Responsible AI.
References:
https://learn.microsoft.com/en-us/training/modules/responsible-ai-with-github-Copilot/2-manage-ai-risks

NEW QUESTION # 111
How is GitHub Copilot Individual billed? (Each correct answer presents part of the solution. Choose two.)

A. Annually as a subscription
B. Free (not billed) for all open source projects
C. Monthly as a subscription
D. Monthly, as a metered service based on actual consumption

Answer: A,C

Explanation:
GitHub Copilot Individual is billed as a monthly or annual subscription.

NEW QUESTION # 112
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