Doodle Classifier loss is damn high

[rinovethamoses97]

In your doodle classification example using cnn the loss is very high and in each iteration it is not reducing.
I made some changes in the model like changed optimizer to "rmsprop" and loss metric as "MeanSquaredError", then the model is performing good with 95.5% accuracy