Why do neural networks need activation functions?medium

Type
conceptual
Topic
neural-networks-need-activation-functions
Frequency
common
Tags
neural, networks, need, activation, functions
Answer

Activations add non-linearity so networks can model complex patterns.

Explanation

Without non-linear activations, stacked layers collapse into a linear transformation and lose expressive power.

Follow-upWhy is ReLU popular?