I have written this article very carefully so that a newbee can also understand. The pictures are not visible here. To read it and understand fully you can visit following links:
medium blog - https://medium.com/@srujan.krish97
kaggle - https://www.kaggle.com/krishnasrujan/building-a-neural-network-from-scratch