diff --git a/video_notebooks/08_pytorch_paper_replicating_video.ipynb b/video_notebooks/08_pytorch_paper_replicating_video.ipynb
index a71f5019..bf90b0db 100644
--- a/video_notebooks/08_pytorch_paper_replicating_video.ipynb
+++ b/video_notebooks/08_pytorch_paper_replicating_video.ipynb
@@ -2500,7 +2500,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "## Equation 2: Multihead Self-Attention (MSA block)\n",
+        "## 5. Equation 2: Multihead Self-Attention (MSA block)\n",
         "\n",
         "* **Multihead self-attention** = which part of a sequence should pay the most attention to itself?\n",
         "  * In our case, we have a series of embedded image patches, which patch significantly relates to another patch.\n",
@@ -4051,4 +4051,4 @@
       "outputs": []
     }
   ]
-}
\ No newline at end of file
+}