If you start with a large learning rate and keep it for a long time, you may get a better model.(Just for cifar)
100 epoch training may cost 30min.
Just a toy, enjoy it.
Numpy/Scipy/Pandas Tensorflow(v1.10.1) Keras(v.2.0.4) Spacy(v1.8.2)
All the core code are in resnet_modify.py If you want to drop data, you can read drop.py