Convolutions

Convolutions are mathematical operations that process input data using filters or kernels. The operation involves sliding the filter over the input data and performing an element-wise multiplication between the filter weights and the input window. These filters often learn to detect edges, shapes, or textures in image data in a translation invariant way.

Hero images generated with neural networks via midjourney.