Abstract Recently, the rate of chronic diabetes disease has increased extensively. Diabetes increases blood sugar and other problems like blurred vision, kidney failure, nerve problems, stroke. Researchers for predicting have constructed various models. In this paper, gradient boosting classifier, AdaBoost decision tree extra trees classifier machine learning models been utilized identifying di...