Computer Training Tutorials - Which Self-Learning Courses Do You Recommend For Computer Training Tutorials?

There are so many training CDs and programs that it's hard to pinpoint the right one for me. I'm looking at some short-term courses and would appreciate it if you could recommend sites that offer the most focused, affordable programs.