..., random forest, and Gaussian process regression ( GPR ) – were trained and evaluated to simulate air entrainment behaviour under varying hydraulic conditions. The analysis was conducted using a structured dataset and validated through statistical and graphical diagnostics. Among the tested models, GPR...