Backprogation is a beautiful play of derivatives which we have taken for granted. We often do a simple one-liner: to leverage the power of automatic differentiation in many deep learning framework without much thought. Today let’s look at a developed view of backpropagation as backward flow in real-valued circuits. Motivation Given some function ,we are