By integrating these elements into the operational framework, businesses can much better safeguard their drilling routines towards fluid loss and its related impacts. To ensure equipment Mastering algorithms are both helpful and generalizable, K-fold cross-validation was applied. This technique meticulously divides the dataset into ‘K�?s