Artificial Neural Networks

Perceptron Training Rule Convergence

It can be proven that this procedure will converge in finite time if
1. the training examples are linearly separable and
2. the learning rate $η$ is sufficiently small.
If the data are not linearly separable then convergence is not assured.

José M. Vidal .

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