This work proposes the solution of HackTheNewsHackathon tasks. As the main problem binary classification for two classes “propaganda” and “non-propaganda” was chosen. This problem would be solved using open-source library DeepPavlov using ensemble of several different models, including sklearn models, shallow-and-wide convolutional model, attention bidirectional LSTM and GRU models and capsule networks.