This lecture given by Mr. Smola is combined with Mr. Bernhard Schoelkopf and will encopass Part 1, Part 5, Part 6 of the complete lecture. \\ Part 2, 3 and 4 of this lecture can be found here [[mlss07 scholkopf intkmet|//at Bernhard Schoelkopf's// "%title"]]