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Artificial Intelligence · Classification

Why can accuracy be misleading when most examples belong to one class?

  1. Student 1

    Why can accuracy be misleading when most examples belong to one class?

  2. Faculty

    A model can score well by predicting the majority class every time. Check the confusion matrix to see where it misses the minority class.

  3. Student 2

    What should I check when missing a positive case is expensive?

  4. Faculty

    Check recall for the positive class. Also check precision so you can see how many false alarms the model produces.