This blog serves to provide an insight to learning kalman filter for anyone just starting to work on this topic. It details the sources you should refer for further guidance and more importantly, the order in which you refer them. A lot of material is available on this topic and yet the beginner is left bamboozled with the amount of data and complexity. Here, the intend is to provide simple insight to concepts.