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. Before reading the article further, take a pen and paper. The calculation used in this article can be done in the head. But I still want you to do by hand.