Empirical performance tuning has been emerging as an attractive means of coping with increasingly complex computer architectures and application programs. At MCS, we have been developing technologies to automate empirical tuning process of leadership class scientific applications. In this lecture, Jaewook will use their current project as an example to introduce the audience to empirical performance tuning.