I and my team created a tool that predict admission to ICU of confirmed COVID-19 cases, to help healthcare system cater for patient who will need ICU support. Decision Tree Classifier, Gaussian Naive Bayes, ExtraTrees Classifier, XGB Classifier, Logistic Regression are used to reach the best model. After using Step Backwards Features Selection Method, Extra Trees Classifier gave the best accuracy of 74% Link to GitHub Repository