diff --git a/TD2_Deep_Learning.ipynb b/TD2_Deep_Learning.ipynb
index 8c2a3a02e174637a35e501446637095cc1168e4a..19c17c9801ffc43e1278c5e38ac14358e31f2e18 100644
--- a/TD2_Deep_Learning.ipynb
+++ b/TD2_Deep_Learning.ipynb
@@ -2308,14 +2308,14 @@
     "eval_model(quantized_modified_model, dataloaders[\"val\"], criterion_modified)"
    ]
   },
-    {
+  {
    "cell_type": "markdown",
-   "id": "fe954ce4",
+   "id": "9300868e",
    "metadata": {},
    "source": [
-    "## The quantization process maintains accuracy, and its impact on reducing file size is minimal. Therefore, the use of quantization is not significant in this context.",
+    "The quantization process maintains accuracy, and its impact on reducing file size is minimal. Therefore, the use of quantization is not significant in this context."
    ]
-  }
+  },
   {
    "cell_type": "markdown",
    "id": "04a263f0",