Instruct: Classify Amazon reviews into positive or negative sentiment
Query: A Great Find

This book is a little gem packed full of ideas. For people who don't want the overhead of big enterprise solutions like web services, the techniques and code are lightweight and easy. Even as someone who has worked with Web mining before, I found a lot of helpful tips that I have put to good use.