Hi @vdw
thanks for your response. If I only use the last output or hidden layer from the RNN I’m only getting one prediction for one sequence. Whereas I want predictions for each character in the sequence (101 seq_length). Also to clarify the output shape I mentioned is actually the shape of the labels. So my input and labels are of same shape (batch_size, seq_len, num_classes).