diff --git a/10_ArmBandit_Problem/readme.md b/10_ArmBandit_Problem/readme.md
index fc48e3f..0662c65 100644
--- a/10_ArmBandit_Problem/readme.md
+++ b/10_ArmBandit_Problem/readme.md
@@ -4,5 +4,8 @@
 1000 times pulling levers in one experiment
 2000 total number of experiments
 
-epsilon = 0.1,0.01 and 0.009
+epsilon = 0.1, 0.01 and 0.009
 
+![alt text](https://github.com/KavishBhatia/MachineLearning/blob/master/10_ArmBandit_Problem/rewards.png)
+
+![alt text](https://github.com/KavishBhatia/MachineLearning/blob/master/10_ArmBandit_Problem/optimal_action.png)