Slightly off topic, but I just completed the online learning from data course offered by Cal Tech (for free), and am pleased to say that 1) I understand this thread, and 2) have implemented an SVM starting with a quadratic programming package (not quite from scratch!). I highly recommend the class for anyone interested, a re-run of the course is starting soon: http://work.caltech.edu/telecourse.html