Usually an ensemble of both is the winner.<p>Hinton has recommended ensembling diverse solutions (for Kaggle) &amp; including random forests.<p>The adage &quot;The truth is somewhere inbetween.&quot; or wisdom-of-ensembles is profound in this domain.