diff --git a/doc/src/Regression/Regression.do.txt b/doc/src/Regression/Regression.do.txt
index 6840a6107..c5bfc053a 100644
--- a/doc/src/Regression/Regression.do.txt
+++ b/doc/src/Regression/Regression.do.txt
@@ -14,8 +14,8 @@ DATE: today
 * add material on ridge and lasso and link to SVD, show proofs, use doughnut example
 * clean up math formalism, hats to boldface
 * add material about kernel regression and splines
-* rewrite Cross validation part and add discussion of train, validate and test
-
+* rewrite Cross validation part and add discussion of train, validate and test, think of placing in statistics part or merge statistics into the reg material
+* add discussion of training, validation and testing using ridge and lasso regression. demonstrate usage of gridsearch in validation case. 
 
 !split
 ===== Why Linear Regression (aka Ordinary Least Squares and family) =====