The Project aim is to develop a game which replaces a computer mouse and keyboard for people who suffer from Acheiropody or Amputees. This application which can be stand-alone or web-based is based on tracking the head movements to control the actions in the game. This idea is an extension of a project from Tom Mitchell's “Machine Learning” book. We used neural networks to recognize the face and also to track the movements of the head, which requires us to have knowledge of the Tensor Flow framework which supports large computational power.