Difference between revisions of "Neural Networks (Geoffrey Hinton Course)"

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== Some Simple Models or Neurons ==
 
== Some Simple Models or Neurons ==
  
$y$ output, $x_i$ input, $w_i$ weights.
+
$y$ output, $x_i$ input.
  
 
=== Linear Neurons ===
 
=== Linear Neurons ===
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$y = b + \sum_{i} x_i w_i$
 
$y = b + \sum_{i} x_i w_i$
  
$b$ bias
+
$w_i$ weights, $b$ bias
  
 
=== Binary Threshold Neurons ===
 
=== Binary Threshold Neurons ===

Revision as of 17:27, 30 October 2016

Some Simple Models or Neurons

$y$ output, $x_i$ input.

Linear Neurons

$y = b + \sum_{i} x_i w_i$

$w_i$ weights, $b$ bias

Binary Threshold Neurons

$z = \sum_{i} x_i w_i$

$y = 1$ if $z \geq \theta$, $0$ otherwise.

Or, equivalently,

$z = b + \sum_{i} x_i w_i$

$y = 1$ if $z \geq 0$, $0$ otherwise.