Res-Net Architecture is coded in Tensorflow with Keras Fashion MNIST is used as the dataset There are around 20 layers in the net, and it takes around a min per epoch on Tesla K80 GPU (This time figure is from the Amazon AWS server) The model achieves 91.67% test accuracy in only 12 epochs