In this work. we study the ability to use hand gestures for human-machine interaction from wrist-worn sensors. Towards this goal. we design a wrist-worn prototype to capture RGB video stream of hand gestures. https://www.roneverhart.com/Martin-000-15SM-15-Series-12-Fret-Acoustic-Guitar-p19001/