In Section “Manual Tuning”, in the Jupyter notebook, first cell:
# # Set and get hyperparameters in scikit-learn
We will start by loading the adult census dataset and only use the numerical
feature.
It looks like it is looking at more than one numerical feature, so it should be plural.
features.