diff --git a/ReleaseNotes/release_notes.md b/ReleaseNotes/release_notes.md
index fe511e81..56e56dbc 100644
--- a/ReleaseNotes/release_notes.md
+++ b/ReleaseNotes/release_notes.md
@@ -8,6 +8,11 @@
  1. add `counters_table` fnuction to printing the counters as a table
  1. fix/impove issue with standard TMVA plots 
  1. update TMVA examples/tests 
+ 1. add `full_path` mehtods for `ROOT.TDirectory` and `ROOT.TTree`
+ 1. improve `addTMVAresponce` functons 
+ 1. rmeove comma separator sfrom `ds_project`
+ 1. slightly improve the prints from `tree_reduce`
+ 
 
 ## Backward incompatible: