I must cite Programming Collective Intelligence from Toby Segaram (http://oreilly.com/catalog/9780596529321). Altough not entirely focused on search engines, it's an awesome book for anyone who wants to get their hands on some of the most useful algorithms for web apps, without having to deal with the math.

I downloaded a torrent version, then bought the paperback version straight after.