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Perceptron

The original neuron learns a linear boundary by nudging weights toward its mistakes.

Epoch
Errors
Status
Learning
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Class +1
Class −1
Decision line
Misclassified
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In a nutshell
The perceptron is the original artificial neuron and the ancestor of today's neural networks. It draws one straight line to separate two classes: for every point it gets wrong, it tilts the line a little toward fixing that mistake, and if a clean dividing line exists it is guaranteed to find one.
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A neuron that draws one line. Every time it gets a point wrong, it tilts the line a little toward that point. If a clean line exists, it will find one.
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