Oh there's no question that tree based methods are effective - random forests/gradient boosted trees routinely win kaggle competitions. But I was more referring

Oh there's no question that tree based methods are effective - random forests/gradient boosted trees routinely win kaggle competitions. But I was more referring to how random forests is learnable in a day, whereas deep learning would probably take at least a few weeks to learn properly.