DOC clean up grammar for use of liblinear
@@ -1286,7 +1286,7 @@ class LogisticRegression(BaseEstimator, LinearClassifierMixin,
- 'newton-cg', 'lbfgs', 'sag' and 'saga' handle L2 or no penalty
- 'liblinear' and 'saga' also handle L1 penalty
- 'saga' also supports 'elasticnet' penalty
- - 'liblinear' does not handle no penalty
+ - 'liblinear' does not support setting ``penalty='none'``
Note that 'sag' and 'saga' fast convergence is only guaranteed on
features with approximately the same scale. You can
