Thanks for the article. I have faced this dilemmas a multiple times in my work. I have written the whole code including new functions and classes in jupyter got the the training results i wanted saved the model and loaded the model and tested it one a new batch. But then comes the real pain is to modularise the whole code and test individual functions and classes to see whether it works