we have seen many physically impaired people face difficulty in communicating with other people as many people don't know sign language thus we decided to help out the physically impaired people by creating a Machine Learning model which can detect the gestures of the impaired person and then compare it with the training data thus identifying the gestures and converting them to text form(alphabets, numbers, key gesture, etc) and displaying the text over the screen, thus making it easy for impaired people to communicate with un-challenged people.