Purpose The goal of this study is to investigate the predictive performance of the machine and deep learning methods in … of the pandemic will be reflected in the future. Design/methodology/approach The authors apply two machine and deep … learning methods (KNN and LSTM) and compare their performances to ARIMA time series model. Two scenarios have been considered …