N-Shot Learning: Learning More with Less Data

How does this differ from active learning? When would you use which in case you don't have sufficiently large training dataset? Would you combine both approaches? If so, how?

Maybe paying smart people for their ideas, insights, and algorithms costs less than throwing a bunch of data at AI training.

“If AI is the new electricity, then data is the new coal.“<p>Ugh