- create from a source (ex. Dataset.from_tensor_slices(), which takes in tf.Tensor objects)

- create from a transformation (a previous tf.data.Dataset)

- create from a tf.data.Dataset (ex. "one-shot-iterator")

- create from Iterator.initializer (which allows more complex iterations over data)