Most likely your previous model used some nn.Sequential containers, which can be indexed to get the corresponding layer.
If EfficientNet doesn’t use nn.Seuqential modules, you would have to directly access the desired modules via:
model.layer.weight

where layer would be the name of the layer you would like to access.
To get the layer names you could either print(model) or iterate all modules using model.named_modules().