would you be interested in a smaller model file size or in a model that runs faster ?

For model file size I have a few ideas of things that could be tried easily.

For a faster model, this model is based on resnet50 architecture. The original authors also published a lighter mobileNet architecture. I havent converted it to tensorflow but I could try to take a look