text: Han and Kamber
Data Mining Concepts and Tecnhiques
second edition

this is mostly for a reference. The sections you will find most useful for this class are
Lecture 1 
  Chapter 3: Data Warehousing
Lecture 2
   Prediction: Chapter 6, sections 1,2,3,6,7,9,11  - Classification and Regression
   Clustering: Chapt 7.4.1 k-means
Lecture 3
  Chapter 6, sections 12,13

Chapt 10.4 Text Mining 

For general background, see also
Chapters 1, 2 and 11