By Deep Learning you mean neural networks with more than one hidden layer ? I've seen some results from massive random forests that are on par, but I don't kno

By Deep Learning you mean neural networks with more than one hidden layer ? I've seen some results from massive random forests that are on par, but I don't know of anything that is set to replace the NN architecture, which at this point has been around in one form or another since 1957.