diff --git a/ISEN/IA/CIPA4/TP/TP2/tp2_IA.ipynb b/ISEN/IA/CIPA4/TP/TP2/tp2_IA.ipynb
index ce19de6..6b4037b 100644
--- a/ISEN/IA/CIPA4/TP/TP2/tp2_IA.ipynb
+++ b/ISEN/IA/CIPA4/TP/TP2/tp2_IA.ipynb
@@ -2088,6 +2088,14 @@
       "\n",
       "Forme des données standardisées: (60000, 784)\n"
      ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Volumes/SSD/Nextcloud/Documents/ISEN/Cours/Obsidian Vault/ISEN/IA/CIPA4/TP/TP2/.venv/lib/python3.13/site-packages/sklearn/linear_model/_stochastic_gradient.py:726: ConvergenceWarning: Maximum number of iteration reached before convergence. Consider increasing max_iter to improve the fit.\n",
+      "  warnings.warn(\n"
+     ]
     }
    ],
    "source": [