Last Updated: Jun 01, 2026
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1. Which concept helps reduce overfitting in machine learning?
A) Regularization
B) Increasing random noise only
C) Disabling validation
D) Ignoring datasets
2. An organization has regulatory requirements that prohibit any proprietary source code from leaving the internal network. Which hosting strategy provides the highest level of data sovereignty?
A) hybrid deployment with cloud-based backup
B) managed SaaS AI platform with SOC 2 audit
C) local LLM deployment on internal hardware
D) cloud-based API with Zero Data Retention
3. How does context window management help control the cost of a long-running AI conversation?
A) by switching to an algorithm that reduces the character-to-token ratio
B) by increasing the context window size to reduce the total number of API calls
C) by automatically switching to a lower-cost model as the conversation history grows
D) by capping the cumulative number of input tokens sent with each new prompt
4. Which role does AI play in assisting with the refactoring of software code?
A) creating a new database schema
B) integrating a new API
C) reducing manual code documentation
D) identifying flaws and improving design
5. What is aggregation bias in the context of AI-assisted data analysis?
A) when AI uses summary statistics instead of raw data
B) when data is omitted due to incompatible formats
C) when a summary masks subpatterns
D) when AI fails to combine conflicting patterns
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: D | Question # 4 Answer: D | Question # 5 Answer: C |
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