Solved by Nikronic in post #2 
              
              
                Hi, 
nn.Module which contains nn.Sequential have been constructed using OrderedDict so you can access those layers using same name you see: 
mobile.features[17] = ...
mobile.features[18] = ...

Will give you the layers named 17 and 18 in features. 
Bests