diff --git a/README.md b/README.md
index b2db69f3d487fbdb5678edfacac213a30293e576..61eec7bc6664de7ae652d85c467e2b19d51c3d6c 100644
--- a/README.md
+++ b/README.md
@@ -34,8 +34,17 @@
 ## A*
     * Search ALgorithm - Michael Mutote
     * Maze - Michael Mutote
-    * Puzzle - 
+    * Puzzle - Michael Mutote
     * Sudoku - Michael Mutote
     * Queens - 
 
-# Menace
+# Reinforcement Learning
+
+## Menace
+
+## Percepron
+    * Delta Perceptron - Michael Mutote
+    * Linear activation - 
+    * Sigmoid activation -
+
+