$1\mathrm{.}3\mathrm{.}3$ Training epochs

Use a similar graph to illustrate the error rate as a function of training epochs in neural networks. One of the commonly used regularization methods in neural networks is early stopping. Describe $($also using the graph$)$ how early stopping is applied, and argue qualitatively why $($or why not$)$ early stopping is a reasonable regularization metric.