Hey @Ricardo can you share the requirement that specifics about your needs, especially with the data?
Modeling time series issues are based on how you outline the samples and labels. There are basically two different ways roughly from high level views:

Single step to predict
Multi steps to predict.

This is my point of view.
Actually it is about how you want to choose the time window to train your model.