diff --git a/RELEASE_NOTES b/RELEASE_NOTES
index a9457cc..c9b8a68 100644
--- a/RELEASE_NOTES
+++ b/RELEASE_NOTES
@@ -10,6 +10,22 @@
 Current list of bugs and issues can be found at https://issues.apache.org/jira/browse/MADLIB.
 
 —-------------------------------------------------------------------------
+MADlib v1.20.0:
+
+Release Date: 2022-July-XX
+
+New features:
+    - XGBoost: Python based XGBoost with single and grid search executions (MADLIB-1425, MADLIB-1490)
+    - Graph: Add multicolumn support for WCC and Pagerank (MADLIB-1502, MADLIB-1503)
+
+Improvements:
+    - Utilities: Reuse update plan in GroupIterationController
+    - Documentation: Update online examples for various modules
+
+Bug fixes:
+    - Elastic Net - GLM - SVM: Adjust ORCA to reduce planning time
+
+—-------------------------------------------------------------------------
 MADlib v1.19.0:
 
 Release Date: 2022-March-09
@@ -22,7 +38,6 @@
 New features:
     - DBSCAN: Fast parallel-optimized DBSCAN (MADLIB-1017, MADLIB-867)
     - MLP: Add rmsprop and Adam optimization techniques (MADLIB-1434, MADLIB-1435)
-    - Build: Add OSX tarball for release (MADLIB-1493)
 
 Improvements:
     - Graph: Improve WCC subtx count and catalog entry frequency (MADLIB-1492)