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Abstract: People are use the vision in many aspects of day to day life, like Face Recognition, Color detection, automatic car etc. To eliminate the need of physical keyboard while interact with computer system use Webcam to detect the gesture with minimize interference of the keyboard for that image processing technique is used. In image processing technique image as an input. Linear regression algorithm is an ML algorithm used for supervised learning. Paper presents results of Linear regression algorithm is an ML algorithm used for supervised learning Results show the motion of hand will be captured with the recognized keyboard and then it will be typed onscreen keyboard