#### Description - The solvers are {`newton-cg`, `lbfgs`, `liblinear`, `sag`}, default: `liblinear` - Only `liblinear` supports L1 penalty - `multi_class='multinomial'` "Works only for the `newton-cg`, `sag` and `lbfgs` solvers." http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html I'm not an expert... Would it be possible to add L1 to any of these other solvers or is that mathematically impossible?