Thanks Simon.
I am trying to do a seq2seq task and will definitely play around with encoder-decoder where both are RNNs.  However I wanted to try with simple models first.  I’ll make your edits and see if that works.  I’m a little unclear now on when it’s appropriate to use view() and where it’s appropriate to use transpose(). I was under the impression that they do similar things.