While building up the linear regression between response variable y and explanatory variables x 1,...,x p,there is often affection of multi-correlation. The literature has introduced the new method of PLS(Partial Least Squares) regression of eliminating multi-correlation. This paper sets up PLS regression with two examples, and has discovered several problems during the execution procedure, puts forward some views about them.