In the mechanized world of today, hand gesture technology is used not only in gaming but also in medical applications, industrial applications, IT hubs, banking sectors, and so on. This paper is associated with a particular concept of a laptop or computer with hand gesture control. The Human Machine Interface (HMI) is a system comprised of hardware and software that aids in the establishment of communication and information exchange seen between user and the machine. Modern, inventive, and natural nonverbal communication is made possible via a hand gesture identification technology. The aim of this implementation is to develop a novel hand motion recognition technique for these types of shape-based features identification. This arrangement depicts a single camera that records the user’s gesture and sends it into the system. The principal objective of gesture recognition is to developed a system capable of recognising distinct human movements and communicating information for system control. A user can access a computer using moral responsibility gesture recognition by executing a certain make hand gestures in front of a computerized video camera. In this situation, hand gestures can be used to operate the system rather of a keyboard and mouse. The experimental findings suggest that our technique performs satisfactorily.