activation-function-provides-nonlinearity

IN premise — entries/2026/06/21/wiki-Neural_network_28machine_learning29-chunk-7.md

Created 2026-06-21T09:55:52+00:00

The activation function is what gives multi-layer networks their representational power; without non-linearity, stacking layers adds no capacity and the network collapses to a linear transformation.