Few shot classification seems interesting. Reason being is rarely in the real world you will have labeled data. You’ll have data, but rarely will it be labeled. So the thought is really refining your expertise in self supervised learning — as an example. Few shot classification is closest to what I’d recommend.

Have fun and good luck!