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Expressiveness of MLPs

  • 1 hidden layer can represent all continuous functions
  • 2 hidden layers can represent all functions
  • Combining two opposite-facing threshold functions makes a ridge.
  • Combining two perpendicular ridges makes a bump.
  • Add bumps of various sizes and locations to fit any surface.
  • The more hidden units, the more bumps.

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