We tried to cover the most recent published papers that developed and applied ML and DL methods for the following purposes: early diagnosis and prediction of diabetes; prediction of blood glucose; detection of blood glucose; Insulin resistance predicting models; determination of the start and effect of treatment; risk assessment of Diabetes; dietary and insulin dose modifications; and diabetes management. This evidence concerns the gene INS and diabetes mellitus.