Question: how to use rnn in tensorflow?
Answer: First, initialize the RNN state. ... 
Next, iterate over the dataset (batch by batch) and calculate the predictions associated with each.
Open a tf. ... 
Calculate the gradients of the loss with respect to the model variables using the tf. ... 
Finally, take a step downwards by using the optimizer's tf.