Convolutional Neural Networks

> A fully connected layer mapping 25 input values to 9 outputs needs 225 weights. One valid 3x3 convolution produces the same output shape with 9 shared weights -- a 25-fold reduction purchased by assuming locality and translation-equivariant weight sharing.