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This paper represents a game which interacts with humans via hand gesturemovement. Nowadays, apps like this seem rare, and there seems to be a windowopening for this kind of application to be more prevalent and useful in thenear future. This application is based on hand gesture movement instead ofbeing dependent on a keyboard and mouse. The main issue was to figure out howto utilize machine learning to make this application work as it should be.First, two games were selected one with a traditional controller and anotherwith hand gesture method. Then these two games based on the difficulty to use,fun elements, gameplay, and replayability were compared. Though the difficultyincreases but the other three aspects improve significantly. After goingthrough all of that a conclusion can be drawn that people are more likely toplay a simple hand gesture-based game.

NFS: A Hand Gesture Recognition Based Game Using MediaPipe and PyGame