Live Sign Language Gesture to Text converter using Computer Vision, Machine Learning and VR. The project uses LeapMotion Controller and webcam for accurate linear scale positioning of user inputs. The machine learning algorithm followed the Support Vector Machine (SVM) learning model for linear image classification (non-probabilistic approach).