decision tree analysis, a decision tree graphic illustrates different choices and their outcomes, showcasing the

analysis decision tree graphic illustrates choices outcomes showcasing complexities rational decisionmaking visually inference prediction model classification algorithm interpretation variables information splitting branches leaf nodes structure treebased approach supervised learning data science predictive analytics random forest regression clustering ensemble technique overfitting underfitting categorical numerical features interpretability performance evaluation pruning ai generated