Machine Learning research in medicine is focused mostly on the identification and diagnosing of diseases. Its applications allow that the patients get the most appropriate treatment available for their illness. In this report, it will be discussed the paper “An Ensemble Model for Diabetes Diagnosis in Large-scale and Imbalanced Dataset”. It shows the application of Machine Learning to diagnose type 2 Diabetes Mellitus.