Comment by pleshkov

It's close but not the same. Kernel PCA lifts all D coordinates which gives M around 525k at D = 1024. In the post I do PCA first to reduce D to d = 256, then lift only those d coordinates, M = 33k. Much smaller, much faster Ridge solve.