Predicting human decisions under risk and uncertainty remains a fundamental challenge.BEAST Gradient Boosting (BEAST-GB) is a hybrid model integrating behavioral theory and machine learning.BEAST-GB predicts risky choice more accurately than neural networks and existing behavioral models.Integrating machine learning with behavioral theory improves the ability to predict and understand human behavior.