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AIF-C01 · Question #408
Which type of ML technique provides the MOST explainability?
The correct answer is A. Linear regression. Linear regression provides the highest explainability because its parameters directly show how each input feature influences the output, making the model’s behavior transparent and easily
Submitted by zhang_li· Mar 30, 2026Fundamentals of AI and ML
Question
Which type of ML technique provides the MOST explainability?
Options
- ALinear regression
- BSupport vector machines
- CRandom cut forest (RCF)
- DNeural network
How the community answered
(64 responses)- A88% (56)
- B2% (1)
- C8% (5)
- D3% (2)
Explanation
Linear regression provides the highest explainability because its parameters directly show how each input feature influences the output, making the model’s behavior transparent and easily
Topics
#model explainability#linear regression#ML techniques#interpretability
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