One of the most astonishing Human-Computer Interaction (HCI) inventions is the mouse. A wireless mouse or a Bluetooth mouse now require devices and are not completely free of gadgets because they rely on a battery for power and a dongle to connect to a PC. This problem can be solved in the proposed AI virtual mouse system by capturing hand motions and recognising hand tips with computer vision utilising a webcam or a built-in camera. In the system's algorithm, the machine learning algorithm is used. Hand movements can be used to control the computer remotely, and it can perform left click, right click, scrolling operations, and computer cursor functions without the need for a hardware mouse. Deep learning is used by the system to detect hands. As a result, by eliminating human influence, the proposed technique will prevent the spread of COVID-19 and other infectious diseases. In this paper, we have discussed the implementation of AI virtual keyboard and mouse system that uses computer vision to perform mouse functions in a computer by using hand gestures and fingertip detection. Keywords —Machine Learning, OpenCV, Media pipe, Hand tracking, Python