The project captures hand gestures through a webcam and classifies them into emoji categories using a trained deep learning model. It includes scripts for creating gesture datasets, training the classifier, and running real-time prediction. OpenCV handles image capture and preprocessing, while the neural network performs the actual gesture classification across 12+ emoji categories.