In this paper we propose and evaluate a method based on Recurrent Neural Networks to identify a user by their application usage. The method was tested on the data collected by non-invasive metrics collection system developed at Innopolis University. The first results achieved on initial dataset show a high user identification accuracy and a potential for further research.