Tweeted By @jeremyphoward

There was an interesting paper a year or two ago that compared different approaches to handling class imbalance. They found oversampling the rare class until it's equally frequent was the best approach in every dataset they tested, IIRC.

— Jeremy Howard (@jeremyphoward) September 20, 2019