As the corona virus outbreak continues, innovators are coming up with innovative digital solutions. One of them is a face mask detection system to identify people with and without proper face masks. The major aim of the project is to create deep learning based model to predict persons with facemask and without facemask. On the other hand, it will be challenging to recognize faces with masks on any monitoring systems, while maintaining touch-less access control in buildings. Covering faces with masks has posed a challenge for face detection algorithms and performance and this is the issue that we aim to solve with this project idea.