Solved by KFrank in post #6 
              
              
                Hello Hüseyin! 

I think what you propose is correct, but I wouldn’t say it quite this 
way. 
Let’s say you have nClass classes, and you want to perform both 
single-label and multi-label multi-class classification. 
In order to have two “branches” you could have a final Linear layer 
with 2 * nClas…