Solved by ptrblck in post #2 
              
              
                It depends how you would like to reload and use these models afterwards. 
E.g. if you only care about the two submodules and would like to use them afterwards, the first approach would work. Note that you would lose the self.classifier as it’s a module in MyEnsemble. 
In the latter case, all paramet…