Face Recognition using Eigenfaces and SVM
Take a look at the code that you linked to:

# Download the data, if not already on disk and load it as numpy arrays

lfw_people = fetch_lfw_people(min_faces_per_person=70, resize=0.4)


fetch_lfw-poeple is a routine that loads the data and is detailed here.

Hope this helps!