diff --git a/doc/src/Regression/Regression.do.txt b/doc/src/Regression/Regression.do.txt
index 6398904bd..3c3a88703 100644
--- a/doc/src/Regression/Regression.do.txt
+++ b/doc/src/Regression/Regression.do.txt
@@ -715,12 +715,13 @@ How can we use the singular value decomposition to find the parameters $\beta_j$
 !split
 ===== Lasso and Ridge regression =====
 
-
+Discuss the mathematics here
 
 !split
 =====  Logistic regression =====
 Add discussion about classification versus regression, show examples of more than two cases and why regression is not the best approach. Motivate for k-nearest neighbors
 
+Add examples on classification problems