This review provides The most sturdy and data-driven assessments of mud loss prediction so far, delivering useful insights into the advanced interaction of drilling parameters and demonstrating a predictive precision that noticeably surpasses regular empirical or much less sophisticated modeling ways. This operate aims to bridge the gap between