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Diabetes mellitus or simply diabetes is a chronic disease that is caused when the insulin level in the blood increases. Several traditional methods are available for predicting diabetes but still early prediction of this disease is a challenging task because of the complex interdependence of various factors as this disease affects other organs of the body such as eyes, kidneys, nerves, heart and there may be early possibilities of death. With the advancement in machine learning, we can perform predictions on medical data which helps in the early prediction of disease.