Andrew Moore’s tutorials
When working in data mining, we often have to skip from one technique to another according to the task to perform. Andrew Moore’s webpage contains several tutorials about data mining. Most of the standard data mining algorithms are covered by his presentations. It’s a good starting point when dealing with a new technique.