Don't forget "keeping the train data from leaking into the test data" and "having a way to reproduce the exact same model I trained last week". Those two are to

Don't forget "keeping the train data from leaking into the test data" and "having a way to reproduce the exact same model I trained last week". Those two are too often forgotten.