This course is a talk series being given at Google by David Mease based on a Master's level stats course he taught at Stanford in 2007. The main topics are exploring and visualizing data, association analysis, classification, and clustering.
-short- Homework for students

Original Source. Here is a link to a more recent course page (without videos)

Resources

• Textbook - Introduction to Data Mining by Tan, Steinbach and Kumar