diff --git a/ch06/01_main-chapter-code/ch06.ipynb b/ch06/01_main-chapter-code/ch06.ipynb
index a137bbe..affd5c2 100644
--- a/ch06/01_main-chapter-code/ch06.ipynb
+++ b/ch06/01_main-chapter-code/ch06.ipynb
@@ -1847,7 +1847,7 @@
    "id": "979b6222-1dc2-4530-9d01-b6b04fe3de12",
    "metadata": {},
    "source": [
-    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/ch06_compressed/training-loop.webp\" width=500px>"
+    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/ch06_compressed/training-loop.webp?1\" width=500px>"
    ]
   },
   {