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Use fit on model to train the model. Also, pass X_train_scaled, y_train as input arguments, along with epochs=15 and validation_data=(X_valid_scaled, y_valid).
model.fit(<< your code comes here >>, epochs=15,
validation_data=(X_valid_scaled, y_valid))
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