I'm still pretty sure you'd get superior results with other standard techniques for time series data (HMMs, conditional random fields, etc.). You really need a

I'm still pretty sure you'd get superior results with other standard techniques for time series data (HMMs, conditional random fields, etc.). You really need a crapload of data to train an RNN well.