By integrating these components to the operational framework, organizations can far better safeguard their drilling functions versus fluid loss and its involved impacts. To guarantee machine Discovering algorithms are equally efficient and generalizable, K-fold cross-validation was applied. This strategy meticulously divides the dataset into