Stanford's CS231n Assignment 1, rebuilt as a voice-led build session: every gradient is yours. Six thousand real photographs, one accuracy ladder — kNN, softmax, two-layer backprop, hand-built features, the optimizer race — every graded function written by your own hands, with a mentor in your ear.