In April 1995 I gave the Stanford-Berkeley seminar entitled "Regression Shrinkage and Selection via the Lasso". I will recount that day and review what has happened in this area of research since that time. I will also discuss some new developments (by others) in the computation of best subsets regression, a main competitor to the lasso, and present the results of a large scale numerical study...