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With the latest version of tensorflow (2.0), the function tf.to_float() is no longer implemented.
This results in an error when compiling the model in the 1D_double_well.ipynb tutorial:
AttributeError: module 'tensorflow' has no attribute 'to_float'
In the previous version 1.15 the function still exists.
With tensorflow 1.15 the tutorial seems to work as intended.