Output layer activation should be a softmax #224
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In these example notebooks, the activation function on the output layer is not specified. According to the documentation, I believe they would be defaulting to 'None' (no function being applied to the inputs).
Updating the model definition so that the activation function is 'softmax', which should produce the intended model behaviour.