Herein, we present Epigenetic Target Profiler (ETP), an easy-to-use and free web application for the prediction of the bioactivity profile of small molecules over a panel of 55 epigenetic targets. ETP implements the best performing model for epigenetic target prediction, as identified from a systematic comparison of machine learning models built on molecular fingerprints (FPs) of different design described in a separate work.