[`LogisticRegresssion`](https://scikit-learn.org/dev/modules/generated/sklearn.linear_model.LogisticRegression.html#sklearn.linear_model.LogisticRegression) now supports many solvers: <img width="812" alt="image" src="https://user-images.githubusercontent.com/161680/65967629-ef3f2700-e42f-11e9-8d5c-e1818ff82115.png"> Perhaps we should consider making the `solver` grid-searchable (and perhaps also the `penalty` option)?