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An AI trained mostly on images of bicycles confidently identifies a scooter as a bicycle. What is the main reason for this error?

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An AI trained mostly on images of bicycles confidently identifies a scooter as a bicycle. What is the main reason for this error?
AThe AI intentionally mislabels objects to test users
BThe AI has limited training data and confuses similar-looking objects
CThe AI cannot process images with colors
DThe AI uses random guessing when uncertain
Step-by-Step Solution
Solution:

  1. Step 1: Analyze training data scope

    The AI was trained mostly on bicycles, so it learned features common to bicycles.

  2. Step 2: Understand object similarity

    Scooters share visual features with bicycles, causing confusion.

  3. Final Answer:

    The AI has limited training data and confuses similar-looking objects -> Option B

  4. Quick Check:

    Limited data causes confusion between similar items [OK]
Quick Trick: Limited training data causes confusion between similar objects [OK]
Common Mistakes:
  • Assuming AI mislabels intentionally
  • Believing AI cannot process colors
  • Thinking AI guesses randomly

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