The purpose of this project is to develop web-based demonstration to visualize intuitive and fluid control over 3D object using hand based gesture controls. Project focuses on collection of data to train model, development of gesture detection model using Keras, and deployment of said model in a web app. Gesture classification is done via sequential dense neural network with three hidden layers; whereas its deployment in the form of web app is done using React JS and Three JS. End goal of project is to create a web app which can control a 3D object using hand gesture fed from webcam.