adds README
save images and features while training

features are serialized (pickled) into files
along with saving the images so we can:
1. store for use on future runs, and
2. we won't have to re-extract features via overfeat which is expensive

ultimately it would be nice to store this information in a db.

still need to write the loads function for the serialized data