... basin, India, evaluating their efficacy in handling rapid hydrological fluctuations. Three sophisticated machine learning models – random forest ( RF ), extreme gradient boosting (XGBoost) and long short-term memory ( LSTM ) networks – are employed to forecast streamflow across lead times ranging from 1...