Section 2

Convolutional & Sequential Architectures

A fully connected layer treats every input as equally, independently important — which is exactly wrong for an image (where nearby pixels are related) and a sequence (where order carries meaning). This section builds two architectures, each engineered around one of those structures, and shows precisely where plain recurrence breaks and why gating fixes it.