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Diabetes is a constant illness with the possibility to cause an overall medical services emergency. Everyday many people are detected as diabetic and this number is increasing exponentially. Various tools and techniques have been designed to check whether person is diabetic or not. This book illustrates practical example of building the Diabetes Prediction App using Machine Learning technique. The aim is to provide a methodology for design of automated system to predict diabetes at earlier stage.