These imbalances in the training data are there because the world generates data in an imbalanced way. Sometimes you can correct for it, other times it's imposs

These imbalances in the training data are there because the world generates data in an imbalanced way. Sometimes you can correct for it, other times it's impossible. You simply can't find good data for all your cases. For example in medical diagnosing or in self driving.