diff --git a/doc/src/Regression/Regression.do.txt b/doc/src/Regression/Regression.do.txt
index e1c556d3d..150c28ae8 100644
--- a/doc/src/Regression/Regression.do.txt
+++ b/doc/src/Regression/Regression.do.txt
@@ -11,7 +11,8 @@ DATE: today
 * Same for the Ising model
 * Clean up part on statistics and resampling methods
 * add material on ridge and lasso and link to SVD, show proofs
-* clean up math formalism
+* clean up math formalism, hats to boldface
+* add material about kernel regression
 
 !split
 ===== Why Linear Regression (aka Ordinary Least Squares and family) =====