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This PR upgrades the script to work with TensorFlow 2. Main goal was to be able to run it on Google colab, which has the new version.
Used TensorFlow utility to generate compatible code:
https://www.tensorflow.org/guide/upgrade#directory_tree
Replaced hyperparameters model to simply use a dictionary