iDoc-X is developed to detect medical abnormalities in chest and mammary glands using medical images ( X-Rays and digital mammograms ). This includes – TB, Scars, Opacities, Pleural Effusion, Nodule, Cavity, Cardiomegaly, Consolidation, Fibrosis, Blunted CP, Pneumothorax, Pneumonia, Covid 19 and presence of calcification in mammary glands. The software scans a Chest X-Ray image and outputs the probability of chest abnormalities. The solution is based on a convolutional neural network with more than 121 layers and an advanced count of CNN layers.