The one thing, in my opinion, that should set a book on Python machine learning apart from ... and another with the Reuters corpus in the NLP chapter. The recommendation systems chapter also ...

The Python language provides a convenient front-end to all varieties of machine learning including NLP. In fact, there is an embarrassment of NLP riches to choose from in the Python ecosystem.