This poster would entail a more efficient procedure to extract the features out of a training dataset of Biomedical Images - Be it of, Heart, Lungs, Retina et al. and would work on a classification algorithm to test and diagnose the patient in question. This process does not cater to the process of removal of a Doctor's expertise, however, it just enhances up the overall efficiency of the diagnosing structure which is currently followed in the world - All using Python!