diff --git a/src/data/roadmaps/machine-learning/content/ml-engineer-vs-ai-engineer@GHO6lN3GTiIRH1P70IRaZ.md b/src/data/roadmaps/machine-learning/content/ml-engineer-vs-ai-engineer@GHO6lN3GTiIRH1P70IRaZ.md
index 81332fb4a..d0dc86b72 100644
--- a/src/data/roadmaps/machine-learning/content/ml-engineer-vs-ai-engineer@GHO6lN3GTiIRH1P70IRaZ.md
+++ b/src/data/roadmaps/machine-learning/content/ml-engineer-vs-ai-engineer@GHO6lN3GTiIRH1P70IRaZ.md
@@ -4,4 +4,5 @@ An ML Engineer primarily concentrates on building, deploying, and maintaining ma
 
 Visit the following resources to learn more:
 
-- [@video@AI VS ML Engineer What Do They Do?](https://www.youtube.com/watch?v=Ff8HHBITvfs)
\ No newline at end of file
+- [@video@AI VS ML Engineer What Do They Do?](https://www.youtube.com/watch?v=Ff8HHBITvfs)
+- [@video@AI vs Machine Learning](https://www.youtube.com/watch?v=4RixMPF4xis)