diff --git a/fine_tuning_gemma2.ipynb b/fine_tuning_gemma2.ipynb
index 0f173a5..29348a2 100644
--- a/fine_tuning_gemma2.ipynb
+++ b/fine_tuning_gemma2.ipynb
@@ -3035,6 +3035,13 @@
     "print(f\"output: {output}\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Or you could directly use the Normal way"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 13,