diff --git a/ch06/01_main-chapter-code/ch06.ipynb b/ch06/01_main-chapter-code/ch06.ipynb
index 0ad0164..0dc6131 100644
--- a/ch06/01_main-chapter-code/ch06.ipynb
+++ b/ch06/01_main-chapter-code/ch06.ipynb
@@ -95,7 +95,7 @@
    "id": "ac45579d-d485-47dc-829e-43be7f4db57b",
    "metadata": {},
    "source": [
-    "- The most common ways to finetune language models are instruction-finetuning and classifcation finetuning\n",
+    "- The most common ways to finetune language models are instruction-finetuning and classification finetuning\n",
     "- Instruction-finetuning, depicted below, is the topic of the next chapter"
    ]
   },
@@ -2266,7 +2266,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,