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The compressed 8-bit tensorflow lite model only takes 0.60 Mb compared to the original Keras model's 12.52 Mb while maintaining comparable test accuracy. That's totally x16 times size reduction. You can evaluate the accuracy of the converted TensorFlow Lite model like this where you feed the eval_model with the test dataset.
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