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Yes, it should be train_dataset and test_dataset. This was a typo on my part. I made a pull request #110 back in June 12th to fix this. I'm waiting for it to be merged.
https://github.com/lmoroney/dlaicourse/blob/master/TensorFlow%20In%20Practice/Course%203%20-%20NLP/Course%203%20-%20Week%202%20-%20Lesson%203.ipynb
history = model.fit(train_data, epochs=num_epochs, validation_data=test_data)
hits error.
fix:
replace train_data with train_dataset
replace test_data with test_dataset
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