For those of you who want to play with transfer learning, Keras has a nice collection of models for computer vision available here: https://keras.io/applications
Shameless plug: And if you want to try them out in your browser, I made a website that allows you to try pre-trained models: http://pretrained.ml
That's a PR piece that has very little depth to it.
it is a PR piece that rightfully talks about the "most underrated trick in deep learning": transfer learning.
Oh come on - surely ever since Microsoft published that paper about roman alphabet recognition being improved by using chinese trained networks everyone has been using it as a default