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Chap 9: Supervised Learning Neural Networks

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... MLP Decision Boundaries Learning rule: Steepest descent (Backprop) Conjugate gradient method All optim. methods using first derivative Derivative-free optim. – PowerPoint PPT presentation

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Title: Chap 9: Supervised Learning Neural Networks


1
Chap 9 Supervised Learning Neural Networks
Neural Networks
2
Multilayer Perceptrons (MLPs)
  • Learning rule
  • Steepest descent (Backprop)
  • Conjugate gradient method
  • All optim. methods using first derivative
  • Derivative-free optim.

3
Multilayer Perceptrons (MLPs)
Example XOR problem
Training data
x1 x2 y 0 0 0 0 1 1 1 0 1 1
1 0
4
MLP Decision Boundaries
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