Deep Learning with Small Data
I looked into the topic a bit more, and found this exchange, which I think makes sense to me.
The essence of the argument is that because Google etc. have a lot of data, they develop techniques that can make use of that data. However, if you do not have a lot of data, there are other, maybe less developed, techniques to use.