<p>The Rwanda Demographic and Health Survey (RDHS) 2019-2020 was used as secondary data. ML classifiers were trained using stratified 10-fold cross-validation to predict stunting status. The prediction models were evaluated using a variety of metrics, and the best model was chosen. Moreover, logistic regression was used to identify risk factors associated with stunting.</p>