I am not sure this parameter does what we expect it to do. It is only passed to the rf_distillation.
For regression and classification, _fit_lasso is called (L206) using a regression model. Using Lasso for classification doesn't break, but we would probably rather use Logistic Regression with L1 regularization instead.

Originally posted by @jpaillard in #220 (comment)