[Solved] A facial recognition AI shows higher error rates for certain skin tones. What is the main cause? — Ans: The AI was trained on mostly lighter skin tones | AI for Everyone

AI for Everyone - AI Ethics and Society

A facial recognition AI shows higher error rates for certain skin tones. What is the main cause?

AThe AI uses outdated hardware

BThe AI was trained on mostly lighter skin tones

CThe AI algorithm is too slow

DThe AI was trained on equal skin tones

Step-by-Step Solution

Solution:

Step 1: Identify training data bias
Higher errors for some skin tones usually mean underrepresentation in training data.
Step 2: Match cause to options
The AI was trained on mostly lighter skin tones correctly states the AI was trained mostly on lighter skin tones.
Final Answer:
The AI was trained on mostly lighter skin tones -> Option B
Quick Check:
Training bias = Higher error rates [OK]

Quick Trick: Unequal training data causes biased error rates [OK]

Common Mistakes:

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A facial recognition AI shows higher error rates for certain skin tones. What is the main cause?