From 6a09e7b03a608f1b1a8f172af5e318f077884521 Mon Sep 17 00:00:00 2001
From: Intelligence-Manifesto
 <155522535+Intelligence-Manifesto@users.noreply.github.com>
Date: Mon, 12 Feb 2024 18:32:28 +0800
Subject: [PATCH] **step 2**

step 2: According to the context, the formatting here should be **step 2**.
Additionally, it seems that there is a lack of text description for step 1 in this section, as other sections are all labeled with steps 1, 2, 3 in order, clearly indicating the steps.
---
 ch03/01_main-chapter-code/ch03.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ch03/01_main-chapter-code/ch03.ipynb b/ch03/01_main-chapter-code/ch03.ipynb
index 7dea78e..66ff1a1 100644
--- a/ch03/01_main-chapter-code/ch03.ipynb
+++ b/ch03/01_main-chapter-code/ch03.ipynb
@@ -747,7 +747,7 @@
    "id": "bac5dfd6-ade8-4e7b-b0c1-bed40aa24481",
    "metadata": {},
    "source": [
-    "- In the next step, step 2, we compute the unnormalized attention scores by computing the dot product between the query and each key vector:"
+    "- In the next step, **step 2**, we compute the unnormalized attention scores by computing the dot product between the query and each key vector:"
    ]
   },
   {