From 1b86a61a2ee58bf9ba328f8ee3ab38a10d8bcfb0 Mon Sep 17 00:00:00 2001
From: Sebastian Raschka <mail@sebastianraschka.com>
Date: Sat, 27 Jul 2024 17:06:16 -0500
Subject: [PATCH] buffer tutorial

---
 ch03/03_understanding-buffers/README.md | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/ch03/03_understanding-buffers/README.md b/ch03/03_understanding-buffers/README.md
index 3281f86..092e778 100644
--- a/ch03/03_understanding-buffers/README.md
+++ b/ch03/03_understanding-buffers/README.md
@@ -1,3 +1,13 @@
 # Understanding PyTorch Buffers
 
-- [understanding-buffers.ipynb](understanding-buffers.ipynb) explains the idea behind PyTorch buffers, which are used to implement the causal attention mechanism in chapter 3
\ No newline at end of file
+- [understanding-buffers.ipynb](understanding-buffers.ipynb) explains the idea behind PyTorch buffers, which are used to implement the causal attention mechanism in chapter 3
+
+
+<br>
+Below is a video tutorial of me explaining walking through the code:
+
+<br>
+<br>
+
+[![Link to the video](https://img.youtube.com/vi/PetlIokI9Ao/0.jpg)](https://www.youtube.com/watch?v=PetlIokI9Ao)
+