With a 50-50 joint custody can the other parent move to another country for training temporarily?

You must inform the ex and both of you should go the court house and see the judge that made the first decree and get permission. The person that wants to leave the country needs to do the right thing, for the child. I think anything over state lines can be considered kidnapping with out consent.