The treatment of large data streams in the presence of concept drifts is one of the main challenges in the field of data mining. particularly when the algorithms have to deal with concepts that disappear and then reappear. This paper presents a new algorithm. called Fast Adapting Ensemble (FAE). https://www.alarecre.com/