diff --git a/contents/dl_primer/dl_primer.qmd b/contents/dl_primer/dl_primer.qmd
index 683dd0d5..34b042e4 100644
--- a/contents/dl_primer/dl_primer.qmd
+++ b/contents/dl_primer/dl_primer.qmd
@@ -94,7 +94,7 @@ The forward pass is the initial phase where data moves through the network from
 
 # Neural Networks
 
-{{< video <https://www.youtube.com/embed/aircAruvnKk?si=qfkBf8MJjC2WSyw3> >}}
+{{< video <https://www.youtube.com/watch?v=aircAruvnKk-w&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&index=1> >}}
 
 :::