What happens when scikit-learn does a Lasso Model?
Lasso() created a Lasso regressor object. The .fit() argument makes the regressor "learn" from your data. The parameters are tuned in order to "fit" the training data.

Once the regressor object is fit, you can use it to .predict() on test data.