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Expressiveness of Perceptrons (2)

  • Threshold perceptrons can represent only linearly separable functions (i.e. functions for which such a separation hyperplane exists)
  • Such perceptrons have limited expressivity.
  • There exists an algorithm that can fit a threshold perceptron to any linearly separable training set.

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