diff --git a/docs/zero_to_hero_guide/03_Image_Chat101.ipynb b/docs/zero_to_hero_guide/03_Image_Chat101.ipynb
index 93042f3fc..02c32191f 100644
--- a/docs/zero_to_hero_guide/03_Image_Chat101.ipynb
+++ b/docs/zero_to_hero_guide/03_Image_Chat101.ipynb
@@ -175,7 +175,7 @@
    "source": [
     "Thanks for checking out this notebook! \n",
     "\n",
-    "The next one in the series will teach you one of the favorite applications of Large Language Models: [Tool Calling](./03_Tool_Calling101.ipynb). Enjoy!"
+    "The next one in the series will teach you one of the favorite applications of Large Language Models: [Tool Calling](./04_Tool_Calling101.ipynb). Enjoy!"
    ]
   }
  ],