diff --git a/ch02/README.md b/ch02/README.md
index 1193e5a..427f81d 100644
--- a/ch02/README.md
+++ b/ch02/README.md
@@ -15,3 +15,14 @@
 - [04_bonus_dataloader-intuition](04_bonus_dataloader-intuition) contains optional (bonus) code to explain the data loader more intuitively with simple numbers rather than text.
 
 - [05_bpe-from-scratch](05_bpe-from-scratch) contains (bonus) code that implements and trains a GPT-2 BPE tokenizer from scratch.
+
+
+
+
+
+In the video below, I provide a code-along session that covers some of the chapter contents as supplementary material.
+
+<br>
+<br>
+
+[![Link to the video](https://img.youtube.com/vi/341Rb8fJxY0/0.jpg)](https://www.youtube.com/watch?v=yAcWnfsZhzo)