Lesson 2 official topic

Where exactly is the model used for fine tuning in these lines of code:
learn = vision_learner(dls, resnet18, metrics=error_rate)
learn.fine_tune(3)

I assume it is the vision_learner from these docs:

However, I was anticipating a pkl file. How would we load our own model to fine tune?