diff --git a/appendix-E/01_main-chapter-code/appendix-E.ipynb b/appendix-E/01_main-chapter-code/appendix-E.ipynb
index 33fffc8..f973af8 100644
--- a/appendix-E/01_main-chapter-code/appendix-E.ipynb
+++ b/appendix-E/01_main-chapter-code/appendix-E.ipynb
@@ -615,7 +615,9 @@
     "id": "4D21Jk7Vw3nG"
    },
    "source": [
-    "- To try LoRA on the GPT model we defined earlier, we define a `replace_linear_with_lora` function to replace all `Linear` layers in the model with the new `LinearWithLoRA` layers"
+    "- To try LoRA on the GPT model we defined earlier, we define a `replace_linear_with_lora` function to replace all `Linear` layers in the model with the new `LinearWithLoRA` layers\n",
+    "\n",
+    "<img src=\"https://sebastianraschka.com/images/LLMs-from-scratch-images/appendix-e_compressed/lora-4.webp\" width=\"400px\">"
    ]
   },
   {
@@ -642,7 +644,8 @@
    "id": "8c172164-cdde-4489-b7d7-aaed9cc2f5f2",
    "metadata": {},
    "source": [
-    "- We then freeze the original model parameter and use the `replace_linear_with_lora` to replace the said `Linear` layers below"
+    "- We then freeze the original model parameter and use the `replace_linear_with_lora` to replace the said `Linear` layers using the code below\n",
+    "- This will replace the `Linear` layers in the "
    ]
   },
   {