ProphitBet is an open-source ML application for soccer betting prediction that downloads historical soccer data, analyzes team form, and computes match statistics to predict outcomes. The application supports neural networks, random forests, and ensemble models with tools for feature analysis, feature importance, and model interpretability. It includes evaluation metrics such as accuracy and profit balance per season.