This is the companion web site for Modeling with Data: Tools and techniques for scientific computing . You can see that it's half-reference, half-blog.
On the reference side, you'll find a page of links to the book's appendices, source code, and the text itself. Also, the reference page includes links to documentation for the various libraries used in the book.
On the blog side, see the first entry for notes.