Machine learning (ML) is a technology used on alarge scale and helps us change the world. Machine learning focuses on developing computer programs that can access dataand use them to learn for themselves. The learning process begins with observations or data, such as examples, direct experience,or instruction, to look for patterns in data and make betterdecisions in the future based on the examples that we provide.The primary aim is to allow the computers to learn automatically without human intervention or assistance and adjust actions accordingly. On the other hand, visualization helps us in a better understanding of data and results. In today’s time, COVID prevention has become an important concern for everyone. In this project, I propose Di-Mask: A Realtime Distance Estimation and Mask Detection Pipeline, which uses Machine Learning to help prevent spread of COVID-19