[TensorFlow Datasets] (TFDS) provides a collection of ready-to-use datasets for use with TensorFlow, Jax, and other Machine Learning frameworks. It handles downloading and preparing the data deterministically and constructing a tf.data.Dataset (or np.array).
The [TensorFlow Datasets Catalog] has numerous datasets available through the API.