The Myo armbands is one of the EMG device that is new to the market in which it would detect muscle movements, and different gestures. These gestures would be processed using a Machine Learning technique which would train the system to differentiate the two input sources that is coming form the left and right arms. This would be tested by creating a rhythmic game that would test if the input is right. In the game the goal of the player is hit the right notes that is showed on the screen and get a high score. The game would be controlled with the use of the myo armbands as the input of the user. There would also be different difficulties that would let the player enjoy the game.