Solved by albanD in post #2 
              
              
                Hey, 
No need to ping, we look at the posts  
And yes it is expected that after doing any differentiable operation on it, you get a Tensor. 
Keep in mind that nn.Parameter are only the leafs stored in the nn.Module that nn recognize as being part of the parameters. 
Also you can write the same thing…