This project is a collaboration between the Georgia Institute of Technology and BMW on applying data mining to fleet data with the aim of enhancing future driver assistance systems. A key component of this research is the investigation and development of machine learning techniques to identify different driving situations including cutting-in behavior and near-collisions.