DIGITS is a free web application that can be used to simply and rapidly train deep neural network for image classification, segmentation, and object detection. DIGITS provides a graphical interface to frameworks without dealing with them directly on the command line. DIGITS simplifies deep learning procedures such as constructing data, setting and training deep neural networks, observing training performance in real time with visualization. This paper presents a brief overview of how to use DIGITS to construct dataset of images for classification, train network a model, and classify the images using chest X-ray images.