The ongoing outbreak of the Covid 19 pandemic has created a massive surge in face masks. As part of my internship program with Verzeo, this is part of my mini project. Its origin can be traced to the classic Convolutional Neural Network where I have obtained an accuracy of 96%. This can find itself in a multitude of application considering the ongoing pandemic.