Introduction to Labeled Datasets Not Functional

The notebook at https://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/work-with-data/datasets-tutorial/labeled-datasets/labeled-datasets.ipynb cannot be run as-is.

The issue is a missing dataset:

"animal_labels used in this tutorial section is the output from a labeling project, with the task type of "Object Identification""

I had someone inside Microsoft verify what I was seeing, that following the directions will not yield such a dataset.

But also, I have discovered that the training script requires the images to be normalized, which should be mentioned for people using this script for other purposes (train.py).