You can load the parameters using model.load_state_dict():
# Initialize model
model = MyModel()
# Load state_dict
model.load_state_dict(torch.load('my_weights.pth'))

Have a look at the Transfer Learning Tutorial 279 to see how you can fine-tune your model.