Child mortality remains critical, with nearly 300,000 maternal deaths in 2017, mostly in low-resource areas. Cardiotocograms (CTGs) offer a cost-effective solution to monitor fetal health and reduce these deaths. This project aims to create a model that predicts third-trimester fetal health using CTG data as accurately as a highly trained doctor.