diff --git a/ch02/01_main-chapter-code/ch02.ipynb b/ch02/01_main-chapter-code/ch02.ipynb
index c2569a1..bf1ca20 100644
--- a/ch02/01_main-chapter-code/ch02.ipynb
+++ b/ch02/01_main-chapter-code/ch02.ipynb
@@ -1280,7 +1280,7 @@
    "source": [
     "- We use a sliding window approach, changing the position by +1:\n",
     "\n",
-    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/ch02_compressed/13.webp\" width=\"500px\">"
+    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/ch02_compressed/13.webp?123\" width=\"500px\">"
    ]
   },
   {
@@ -1920,7 +1920,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.10.6"
   }
  },
  "nbformat": 4,