In order to mitigate the probability of accidents caused by distracted driving, we proposed a lensless driver monitor system that utilized deep learning model to ascertain the state of driver. The proposed system can protect the divers' privacy and achieve 96.95% accuracy, 97.17% sensitivity and 96.88% specificity on testing data.