Guest
Machine Learning in Health: Predicting Pregnancy Complications Speaker: Oliver Rieger Summary This talk will present PreFree - a machine learning powered decision support and home monitoring tool that helps to prevent severe complications in pregnancy. PreFree aims to assist physicians in deciding whether to send a patient home with monitoring or to hospitalize her. Focus of this talk is the training and application of our ML models based on clinical outcome data from the Charite Berlin. Description PreFree is a decision support and home monitoring tool, consisting of machine learning models to predict severe complications in pregnancies and mobile applications to monitor vitalsigns of pregnant women staying at home. We will go into detail on how we trained our models and how they are put into use. We will talk about the most interesting challenges along the way of training them: Dealing with dirty, small and wide data, generalization, interpretation and putting them into product
