Here we are proposing a new method for detection COVID-19 disease by machine learning and YOLO V2 algorithm. It will be effective than the traditional methods like Molecular (RT-PCR) tests which collects sample from person. Without collecting sample we take Chest X-ray Images and can classify that the person is effected by the disease i.e., normal or COVID-19.