diff --git a/text/TODO.txt b/text/TODO.txt
index 90a9392..5684f44 100644
--- a/text/TODO.txt
+++ b/text/TODO.txt
@@ -113,3 +113,14 @@
 ----------
 bad results for move/rest
 * compare with pause
+
+
+
+
+TODO
+----
+* compare Autoenc -> kin to PCA -> kin and NNMF -> kin
+* ridgeCV
+  - 
+* max per class
+