10 min readNeural Networks
Convolutional Networks for Vision
Convolution defined properly, a Sobel edge detector worked by hand on a 5x5 image, why sliding one small kernel over an image beats a dense layer by five orders of magnitude in parameters, and what changed when kernels stopped being designed and started being learned.
Deep LearningComputer Vision