I thank you so much for the reply. I have been trying to understand sequences properly and how you actually prepare the data input/label for sequence modelling tasks and now I have bit more clarity. I have been mainly debugging sine wave prediction. Regarding this now I have more questions which I will open a new topic, hope I get to understand the concepts better.