Solved by AboMAd in post #3 
              
              
                Thank you very much for your swift reply. Indeed, that works and the number of parameters reduced by half! 
Still, I have one question, what is better practicing when constructing a network architecture, using the sequence method in the constructor, or build it in the forward method? 
Thanks,