Explain the difference between hard and soft classification.

  • Hard provides class labels; soft provides class probabilities
  • Hard requires more data; soft requires less
  • Hard uses algorithms; soft uses manual classification
  • No difference
Hard classification provides specific class labels, whereas soft classification provides probabilities for each class, allowing for more nuanced insights into the confidence of a prediction.
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