DeepHeart: Semi-Supervised Sequence Learning for Cardiovascular Risk Prediction

Brandon Ballinger, Johnson Hsieh, Avesh Singh +8

We train and validate a semi-supervised, multi-task LSTM on 57,675 person-weeks of data from off-the-shelf wearable heart rate sensors, showing high accuracy at detecting multiple…