diff --git a/index.md b/index.md
index 2d6a3a0..68e4c01 100644
--- a/index.md
+++ b/index.md
@@ -1,16 +1,16 @@
-https://github.com/koushikkirugulige/Football-Analytics/blob/master/snaps/website/xG%20Custom%20Model.png
+https://raw.githubusercontent.com/koushikkirugulige/Football-Analytics/master/snaps/website/xG%20Custom%20Model.png
+Custom xG model using statsbomb shot data
 
-
-https://github.com/koushikkirugulige/Football-Analytics/blob/master/snaps/website/11tegen11%20Passmap.png
+https://raw.githubusercontent.com/koushikkirugulige/Football-Analytics/master/snaps/website/11tegen11%20Passmap.png
 11tegen11 Style Pass map
 
-https://github.com/koushikkirugulige/Football-Analytics/blob/master/snaps/website/Messi%20in%20Valverde.png
+https://raw.githubusercontent.com/koushikkirugulige/Football-Analytics/master/snaps/website/Messi%20in%20Valverde.png
 Messi's Goals and Shots in Valverde Era
 
-https://github.com/koushikkirugulige/Football-Analytics/blob/master/snaps/website/Pass%20cluster.png
+https://raw.githubusercontent.com/koushikkirugulige/Football-Analytics/master/snaps/website/Pass%20cluster.png
 Pass Cluster
 
-https://github.com/koushikkirugulige/Football-Analytics/blob/master/snaps/website/squad%20Age%20Profile.png
+https://raw.githubusercontent.com/koushikkirugulige/Football-Analytics/master/snaps/website/squad%20Age%20Profile.png
 Squad Age Profile