Last Updated: Sep 06, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Data Research and Analysis | - Data analysis techniques
| |
| Prompt Engineering | 15% | - Principles and patterns
|
| AI for Code and Workflow Optimization | - AI-assisted code development
| |
| Agentic AI | 20% | - Model Context Protocol (MCP)
|
| Generative AI Models | 20% | - Model hosting strategies
|
| AI Ethics and Security | - Security threats and mitigations
|
Question 1
Which AI-assisted task standardizes inconsistent date formats (e.g., MM/DD/YY and DD-MM- YYYY)?
A. data transformation
B. data visualization
C. thematic summarization
D. data correlation
Question 2
A practitioner is estimating the operational cost of integrating a cloud-hosted LLM API into an application. How does tokenization influence the cost of using this API?
A. Tokenization has no impact because pricing is based on a flat-rate subscription.
B. Costs are determined by the number of API calls.
C. Tokenization increases cost by requiring additional GPU run time.
D. The number of tokens determines the per-request cost.
Question 3
What is a purpose of providing a JSON schema when configuring tool use for an AI agent?
A. to encrypt the payload before it is sent to the external service
B. to map relationships between multiple tools in an agent workflow
C. to define the required parameters and data types the agent must return
D. to reduce the token count of the agent's system prompt
Question 4
Which factor should be considered when selecting a pre-trained model for a mobile application with limited local computational resources?
A. training duration of the model
B. parameter count of the model
C. release frequency of the model
D. response creativity level of the model
Question 5
A company discloses to its users that their support tickets are being summarized by an AI model.
Which responsible AI principle does this action support?
A. bias mitigation
B. transparency
C. inclusiveness
D. system safety
Solutions:
| Question 1 Answer: A | Question 2 Answer: D | Question 3 Answer: C | Question 4 Answer: B | Question 5 Answer: B |
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