I'm doing text (both word and character) models based on Karpathy's char-rnn using Amazon's gpu instances. It's not very expensive, but I would like to do hyperparameter optimization which takes a lot more computing power. Specifically I'm trying to see if it can be useful for auto-completion or sentence rephrasing.