Backpropagation algorithm The backpropagation algorithm is essential for training large neural networks quickly. This article explains how the algorithm works. Please scroll down... Simple neural network On the right, you see a neural network with one input, one output node and two hidden layers of two nodes each. Nodes in neighboring layers are connected with weights \(w_{ij}\), which are the net