Weight decay

Also: L2 regularisation

Shrinking every weight slightly towards zero at each step, so the model only keeps magnitude it is actually using.

A definition is not an understanding. This is taught properly in Batch size, schedules and regularisation in practice, part of Backpropagation.

Learn this properly