Or you could clone his Github repo, and do it in Jupyter:

https://github.com/wesm/pydata-book

I was really pleased to notice that the second edition of the "Pandas book" (https://www.amazon.com/Python-Data-Analysis-Wrangling-IPytho...) just came out in late October. I'm about halfway through reading it now.