diff --git a/Real-World/1-Applications/README.md b/Real-World/1-Applications/README.md
index 20175ebe1..ee3e3143d 100644
--- a/Real-World/1-Applications/README.md
+++ b/Real-World/1-Applications/README.md
@@ -124,6 +124,6 @@ Discover one more sector that benefits from some of the techniques you learned i
 
 ## Review & Self Study
 
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+Wayfair Data Science group has several interesting videos on how they use ML in their company. It's worth [taking a look](https://www.youtube.com/channel/UCe2PjkQXqOuwkW1gw6Ameuw/videos)!
 
 **Assignment**: [A ML scavenger hunt](assignment.md)