title: Load and use saved Keras model.h5
body: <p>I try to a KerasClassifier (wrapper)  into <code>final_model.h5</code></p>
  
  <pre><code>validator  = GridSearchCV(estimator=clf, param_grid=param_grid)
  grid_result = validator.fit(train_images, train_labels)
  best_estimator = grid_result.best_estimator_
  best_estimator.model.save("final_model.h5")
  </code></pre>
  
  <p>And then I want to reuse the model</p>
  
  <pre><code>from keras.models import load_model
  loaded_model = load_model("final_model.h5")
  </code></pre>
  
  <p>But it seems like <code>loaded_model</code> is now a <code>Sequential</code> object instead. In other words it is different from <code>KerasClassifier</code> object like <code>best_estimator</code></p>
  
  <p>I want to reuse some method like <code>score</code> which is available in <code>KerasClassifier</code>, which is not available in <code>Sequential</code> model. What should I do?</p>
  
  <p>Also, I would like to know more about how to continue the training process left off on <code>final_model.h5</code>. What can I do next?</p>