Objectives: The goal of this project is to classify images in a dataset of chest xray images into 2 categories, namely, healthy subjects and diseased patients with no lung opacity. The images are downsampled to constant size of 512*512 pixel and can be dowloaded from the following link: https://www.dropbox.com/s/9ynadugwhdy7zsu/train_and_val_images.zip?dl=0