code: from sklearn import linear_model
  from ml.regression.base import Regression
  
  
  class LogisticRegression(Regression):
  
      def __init__(self):
          Regression.__init__(self)
          self._name = "Logistic"
          self._model = linear_model.LogisticRegression(C=1e5)
  
      def predict_proba(self, data):
          return self._model.predict_proba(data)
  
apis: sklearn.linear_model.LogisticRegression