Whether you are in your first year of teaching or your 50th, I highly recommend you write a letter to your first-year self.

here we use sub-sample on negative samples. 1-st: using k_means to make clustering on negative samples (clusters_number ~ 1k) 2-nd: subsample on each clusters based on the same ratio, the ratio was ...