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| Section | Weight | Objectives |
|---|---|---|
| Prompt Engineering | 15% | - Prompt structures
|
| AI Ethics and Security | - Security threats and mitigations
| |
| AI for Code and Workflow Optimization | - AI-assisted code development
| |
| Data Research and Analysis | - Data analysis techniques
| |
| Agentic AI | 20% | - AI agent design principles
|
| Generative AI Models | 20% | - Common use cases
|
1. Which factor should be considered when selecting a pre-trained model for a mobile application with limited local computational resources?
A) parameter count of the model
B) training duration of the model
C) release frequency of the model
D) response creativity level of the model
2. Which concept helps reduce overfitting in machine learning?
A) Regularization
B) Ignoring datasets
C) Increasing random noise only
D) Disabling validation
3. A practitioner is using AI to analyze customer support tickets and usage data to compare customer complaint patterns across segments. According to the 4-step EDA methodology, what is the next action after generating a high-level summary of the feedback?
A) correlate
B) hypothesize
C) visualize
D) orient
4. A practitioner must reduce the financial cost of a high-volume summarization task. Which strategy addresses token-based billing?
A) expanding the total context window
B) minimizing the input prompt size
C) increasing the model sampling rate
D) increasing the model temperature
5. A team uses AI to scaffold a new microservice. What does this process involve?
A) testing the final production code
B) removing redundant logic
C) generating the initial structure
D) creating automated deployment scripts
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: C |
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