If you ask for a nurse and 85% are female, but 95% of the nurse images online are female, what distribution do you want it to return? “What do you expect it to do” is a worse question than “What do you want it to do?”
It’s a problem is that right now there’s only one option (reflect the training set with a bias towards the most common cases).
It’s a problem is that right now there’s only one option (reflect the training set with a bias towards the most common cases).