Simplest backpropagation explainer without chain rule

Neural Networks learn to predict by backpropagation. This article aims to help you, build a solid intuition about the concept using a simple example. The ideas we learn here can be expanded for bigger nerual network. I assume that you already know how feed forward neural network works.