diff --git a/appendix-E/01_main-chapter-code/appendix-E.ipynb b/appendix-E/01_main-chapter-code/appendix-E.ipynb
index f973af8..b606649 100644
--- a/appendix-E/01_main-chapter-code/appendix-E.ipynb
+++ b/appendix-E/01_main-chapter-code/appendix-E.ipynb
@@ -645,7 +645,7 @@
    "metadata": {},
    "source": [
     "- 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 "
+    "- This will replace the `Linear` layers in the LLM with `LinearWithLoRA` layers"
    ]
   },
   {