supp: Gaussian kernel expansion; out-of-sample; SVD, EVD
init kernel notes
add some notes
polish expression
fix the low-D embedding example:

   * Hist the on the embedding coordinates.
   * The original slide shows nothing:
   V returned by EVD subroutines are usually orthongonal...
auto gen README