by Michele Laurelli
A mathematical operation that slides a filter/kernel over input data to extract features.
Convolution computes dot products between the filter and local regions of input. The filter moves with a stride, producing a feature map. Key operation in CNNs for spatial feature extraction.
2D convolution for images
1D convolution for sequences
Edge detection filters