In this study, we examine deep learning features on chest X-ray images and use traditional machine learning methods including k-Nearest-Neighbors (k-NN), Support Vector Machines (SVM), Logistic Regression for the problem of classifying X-ray images into three classes: COVID-19, PNEUMONIA, NORMAL.