The study aimed to examine the trend of under-five mortality rate in Nigeria from 2003 2018 and determinants using Demographic Health Survey (NDHS) data. data for was conducted 2003, 2008, 2013, 2018. These four surveys were used trends within period, while machine learning applied only dataset being latest Nigeria. partitioned into training testing sets. 30% randomly selected testing, 70% mode...