Decision trees are a popular machine learning algorithm and a visual representation
of decision-making processes. They are used for both classification and regression tasks and
offer a simple yet powerful way to analyze and interpret data. Decision trees have broad
applications across quantitative finance as they can be used in credit risk assessment, trading
strategies, portfolio management, fraud detection, credit scoring and loan approval, and option
pricing.