title: SVC classifier taking too much time for training
body: <p>I am using SVC classifier with Linear kernel to train my model.
  Train data: 42000 records</p>
  
  <pre><code>    model = SVC(probability=True)
      model.fit(self.features_train, self.labels_train)
      y_pred = model.predict(self.features_test)
      train_accuracy = model.score(self.features_train,self.labels_train)
      test_accuracy = model.score(self.features_test, self.labels_test)
  </code></pre>
  
  <p>It takes more than 2 hours to train my model.
  Am I doing something wrong? 
  Also, what can be done to improve the time</p>
  
  <p>Thanks in advance</p>