diff --git a/4-Classification/4-Applied/README.md b/4-Classification/4-Applied/README.md
index cddc4a9d8..7b55b1e16 100644
--- a/4-Classification/4-Applied/README.md
+++ b/4-Classification/4-Applied/README.md
@@ -4,9 +4,9 @@ In this lesson, you will build a classification model using some of the techniqu
 
 One of the most useful practical uses of machine learning is building recommendation systems, and you can take the first step in that direction today!
 
-[![Recommendation Systems Introduction](https://img.youtube.com/vi/giIXNoiqO_U/0.jpg)](https://youtu.be/giIXNoiqO_U "Recommendation Systems Introduction")
+[![Presenting this web app](https://img.youtube.com/vi/17wdM9AHMfg/0.jpg)](https://youtu.be/17wdM9AHMfg "Recommendation Systems Introduction")
 
-> 🎥 Click the image above for a video: Andrew Ng introduces recommendation system design
+> 🎥 Click the image above for a video: Jen Looper builds a web app using classified cuisine data
 
 ## [Pre-lecture quiz](https://white-water-09ec41f0f.azurestaticapps.net/quiz/25/)