Intelligent predictive methods have the power to reliably estimate water saturation (Sw) compared conventional experimental commonly performed by petrphysicists. However, due nonlinearity and uncertainty in data set, prediction might not be accurate. There exist new machine learning (ML) algorithms such as gradient boosting techniques that shown significant success other disciplines yet been ex...