diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb
index abb507f6a947450bf579307a2bdb730a18311129..d5db02a12d4ee09069c167e7e00430fc4115fd00 100644
--- a/TD2 Deep Learning.ipynb	
+++ b/TD2 Deep Learning.ipynb	
@@ -554,6 +554,14 @@
     "Does overfit occur? If so, do an early stopping."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<p><span style = \"color : orange;\">Answer :</span> Yes, Overfitting has been happening since the 15th epoch, the plot below show the increase of the loss.</p>\n",
+    "<p>we're talking about validation, because the train loss can't demonstrate if the model can generalize.</p>"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 10,