Each chapter of this book is a specific practical web application that uses some machine learning (ML) techniques. You may dive into learning about ML by easily setting up these applications and tailoring them for your own needs.

ml-class.org by Professor Andrew Ng.

"Programming Collective Intelligence" by Toby Segaran.

Mark Pilgrim book and, in particular, his "Dive into Python".