Update RELEASE_NOTES for 1.15.1 release
diff --git a/RELEASE_NOTES b/RELEASE_NOTES
index 25c0c3d..cc4aa8e 100644
--- a/RELEASE_NOTES
+++ b/RELEASE_NOTES
@@ -9,6 +9,37 @@
 
 Current list of bugs and issues can be found at https://issues.apache.org/jira/browse/MADLIB.
 —-------------------------------------------------------------------------
+MADlib v1.15.1:
+
+Release Date: 2018-Oct-XX
+
+New features:
+    - Add ubuntu support for MADlib (MADLIB-1256).
+    - Elastic Net: Add grouping by non-numeric column support (MADLIB-1262).
+    - KNN: Accept expressions for point_column_name and test_column_name (MADLIB-1060).
+    - Vec2Cols: Allow arrays of different lengths (MADLIB-1270).
+    - Madpack: Add a script for automating changelist creation.
+
+Bug fixes:
+    - Allocator: Remove 16-byte alignment in GPDB 6.
+    - Build: Download compatible Boost if version >= 1.65 (MADLIB-1235).
+    - Build: Remove primary key constraint in IC/DC.
+    - CMake: Fix false positive for Postgres 10+ check.
+    - Graph: Add id of nodes with 0 in-degree (MADLIB-1279).
+    - Margins: Copy summary table instead of renaming (MADLIB-1276).
+    - MLP: Simplify momentum and Nesterov updates (MADLIB-1272).
+    - Upgrade: Fix issue with upgrading RPM to 1.15.1 (MADLIB-1278).
+    - Utilities: Use plpy.quote_ident if available.
+
+Others:
+    - Simplify maintenance via removing online examples from sql functions (MADLIB-1260).
+    - Re-enable PCA and PageRank tests (MADLIB-1264).
+    - Build: Disable AppendOnly if available ( MADLIB-1273).
+    - Improve documentation of various modules.
+
+
+
+—-------------------------------------------------------------------------
 MADlib v1.15:
 
 Release Date: 2018-Aug-15