Xception Model with Multiple Output Layers As the header already tells, I used the Xception model as a base model. On top of it I inlcuded two separate output layers. The model takes one input and trains all output layers at the same time. This script was motivated by: https://www.pyimagesearch.com/2018/06/04/keras-multiple-outputs-and-multiple-losses/ https://www.kaggle.com/abnera/transfer-learning-keras-xception-cnn?scriptVersionId=818701