This paper proposes an advanced driver assistance system (ADAS) that provides drivers with useful information using a long short-term memory (LSTM) network. The ADAS predicts road events in order to improve driving performance using range finder sensors. We show the effectiveness of the proposed system through the experiment using the open racing car simulator (TORCS).