Solved by dpernes in post #4 
              
              
                Not really. Maybe there are some situations where you could use both, but the main idea is the following: 
In nn.Sequential, the nn.Module's stored inside are connected in a cascaded way. For instance, in the example that I gave, I define a neural network  that receives as input an image with 3 chan…