Highly recommended - a Standford class delivered at Google with the lectures available on Google Video / Youtube.
The course uses both the open source stats tool R as well as Excel for the heavy and lightweight ways to get things done.
The slides are at stats202.com.
Navigating the YouTube UI to work through these vids is painful, so I created a playlist with the videos. Click through for the larger format video:
Happy data-mining!
