diff --git a/docs/docs/release_notes.xml b/docs/docs/release_notes.xml
index 7c4b24935..6c6bcace4 100644
--- a/docs/docs/release_notes.xml
+++ b/docs/docs/release_notes.xml
@@ -11,6 +11,16 @@
+New Features and Improvements:
+
+Non-Backwards Compatible Changes:
+
+Bug fixes:
+
+
+
+
+
New Features and Improvements:
- Added Beta distribution to dlib::rand.
- Added directory_exists.
@@ -33,7 +43,7 @@ Bug fixes:
- Fix bug with some versions of cuDNN (PR #2527)
- Fix python import errors on some systems.
- Various cmake adjustments to avoid build failures on some systems.
-
+