We are developing machine-learning models for early detection of health conditions at their asymptomatic phase. The system uses algorithms for classification, anomaly detection and prediction which yield risk scores and suggests tests and treatments for further investigation and diagnosis. Late detection of many diseases is associated with poor outcome and high healthcare expenses. MDcide addresses this need for timely intervention by large-scale online screening.