By integrating these factors to the operational framework, firms can superior safeguard their drilling actions towards fluid loss and its connected impacts. To make certain machine Understanding algorithms are equally productive and generalizable, K-fold cross-validation was utilised. This technique meticulously divides the dataset into ‘K