TensorFlow 2.0 dataset.__iter__() is only supported when eager execution is enabled

I fixed it by enabling eager execution after importing tensorflow:

import tensorflow as tf

tf.enable_eager_execution()

Reference: Tensorflow

In case you are using Jupyter notebook after

import tensorflow as tf

tf.enable_eager_execution()

You need to restart the kernel and it works