diff --git a/M1/Numerical Methods/TP1.ipynb b/M1/Numerical Methods/TP1.ipynb
index 3594122..2d07b3c 100644
--- a/M1/Numerical Methods/TP1.ipynb	
+++ b/M1/Numerical Methods/TP1.ipynb	
@@ -3,8 +3,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T12:47:57.787145Z",
-     "start_time": "2025-03-24T12:47:55.026815Z"
+     "end_time": "2025-03-25T10:54:41.599150Z",
+     "start_time": "2025-03-25T10:54:40.565727Z"
     }
    },
    "cell_type": "code",
@@ -27,8 +27,8 @@
    "metadata": {
     "collapsed": true,
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:03:31.147156Z",
-     "start_time": "2025-03-24T13:03:31.143091Z"
+     "end_time": "2025-03-25T10:54:41.610056Z",
+     "start_time": "2025-03-25T10:54:41.606741Z"
     }
    },
    "cell_type": "code",
@@ -42,13 +42,13 @@
    ],
    "id": "initial_id",
    "outputs": [],
-   "execution_count": 16
+   "execution_count": 2
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:03:31.465476Z",
-     "start_time": "2025-03-24T13:03:31.458190Z"
+     "end_time": "2025-03-25T10:54:42.273536Z",
+     "start_time": "2025-03-25T10:54:42.268267Z"
     }
    },
    "cell_type": "code",
@@ -64,13 +64,13 @@
    ],
    "id": "f447a3bdff49e850",
    "outputs": [],
-   "execution_count": 17
+   "execution_count": 3
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:03:31.969965Z",
-     "start_time": "2025-03-24T13:03:31.873313Z"
+     "end_time": "2025-03-25T10:54:42.767856Z",
+     "start_time": "2025-03-25T10:54:42.638591Z"
     }
    },
    "cell_type": "code",
@@ -100,13 +100,13 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 18
+   "execution_count": 4
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:03:40.685245Z",
-     "start_time": "2025-03-24T13:03:40.677482Z"
+     "end_time": "2025-03-25T10:54:43.351276Z",
+     "start_time": "2025-03-25T10:54:43.345778Z"
     }
    },
    "cell_type": "code",
@@ -122,13 +122,13 @@
    ],
    "id": "57527c2e5eb6d17d",
    "outputs": [],
-   "execution_count": 20
+   "execution_count": 5
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:03:41.177015Z",
-     "start_time": "2025-03-24T13:03:41.027624Z"
+     "end_time": "2025-03-25T10:54:44.080895Z",
+     "start_time": "2025-03-25T10:54:43.982842Z"
     }
    },
    "cell_type": "code",
@@ -159,7 +159,7 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 21
+   "execution_count": 6
   },
   {
    "metadata": {},
@@ -170,8 +170,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:14:56.636016Z",
-     "start_time": "2025-03-24T13:14:56.632263Z"
+     "end_time": "2025-03-25T10:54:45.274127Z",
+     "start_time": "2025-03-25T10:54:45.270681Z"
     }
    },
    "cell_type": "code",
@@ -185,13 +185,13 @@
    ],
    "id": "61588e94b56ea779",
    "outputs": [],
-   "execution_count": 41
+   "execution_count": 7
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:14:57.036853Z",
-     "start_time": "2025-03-24T13:14:57.033785Z"
+     "end_time": "2025-03-25T10:54:45.743525Z",
+     "start_time": "2025-03-25T10:54:45.739660Z"
     }
    },
    "cell_type": "code",
@@ -207,13 +207,13 @@
    ],
    "id": "a32f0facb958a1a0",
    "outputs": [],
-   "execution_count": 42
+   "execution_count": 8
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:14:57.487407Z",
-     "start_time": "2025-03-24T13:14:57.484369Z"
+     "end_time": "2025-03-25T10:54:46.330864Z",
+     "start_time": "2025-03-25T10:54:46.325559Z"
     }
    },
    "cell_type": "code",
@@ -231,13 +231,13 @@
    ],
    "id": "ca061c36b09f7200",
    "outputs": [],
-   "execution_count": 43
+   "execution_count": 9
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:14:57.869526Z",
-     "start_time": "2025-03-24T13:14:57.865654Z"
+     "end_time": "2025-03-25T10:54:46.819777Z",
+     "start_time": "2025-03-25T10:54:46.815301Z"
     }
    },
    "cell_type": "code",
@@ -257,13 +257,13 @@
    ],
    "id": "afc8571b14a6b464",
    "outputs": [],
-   "execution_count": 44
+   "execution_count": 10
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:14:58.376791Z",
-     "start_time": "2025-03-24T13:14:58.220423Z"
+     "end_time": "2025-03-25T10:54:47.675843Z",
+     "start_time": "2025-03-25T10:54:47.573186Z"
     }
    },
    "cell_type": "code",
@@ -298,13 +298,13 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 45
+   "execution_count": 11
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:22:36.716443Z",
-     "start_time": "2025-03-24T13:22:36.310338Z"
+     "end_time": "2025-03-25T10:54:48.871101Z",
+     "start_time": "2025-03-25T10:54:48.363979Z"
     }
    },
    "cell_type": "code",
@@ -356,7 +356,7 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 48
+   "execution_count": 12
   },
   {
    "metadata": {},
@@ -367,8 +367,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:04:29.473273Z",
-     "start_time": "2025-03-24T13:04:29.469482Z"
+     "end_time": "2025-03-25T10:54:51.471808Z",
+     "start_time": "2025-03-25T10:54:51.467799Z"
     }
    },
    "cell_type": "code",
@@ -384,13 +384,13 @@
    ],
    "id": "4484c71f50b8e691",
    "outputs": [],
-   "execution_count": 28
+   "execution_count": 13
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T13:46:24.490267Z",
-     "start_time": "2025-03-24T13:46:24.315085Z"
+     "end_time": "2025-03-25T10:54:52.163532Z",
+     "start_time": "2025-03-25T10:54:51.982495Z"
     }
    },
    "cell_type": "code",
@@ -444,7 +444,15 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 53
+   "execution_count": 14
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "outputs": [],
+   "execution_count": null,
+   "source": "",
+   "id": "e770cb3923a39dcf"
   }
  ],
  "metadata": {
diff --git a/M1/Numerical Methods/TP2.ipynb b/M1/Numerical Methods/TP2.ipynb
index 14c1961..b995c7f 100644
--- a/M1/Numerical Methods/TP2.ipynb	
+++ b/M1/Numerical Methods/TP2.ipynb	
@@ -17,8 +17,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-24T14:45:40.568860Z",
-     "start_time": "2025-03-24T14:45:37.895550Z"
+     "end_time": "2025-03-24T15:16:27.015669Z",
+     "start_time": "2025-03-24T15:16:23.856887Z"
     }
    },
    "cell_type": "code",
@@ -42,6 +42,7 @@
     "    accuracies.append(accuracy_score(y_test, y_pred))\n",
     "\n",
     "print(f'Mean Accuracy: {np.mean(accuracies) * 100:.0f}%')\n",
+    "print(f'STD Accuracy: {np.std(accuracies) * 100:.0f}%')\n",
     "print(f\"Max accuracy: {np.max(accuracies) * 100:.0f}%\")\n",
     "print(f\"Min accuracy: {np.min(accuracies) * 100:.0f}%\")"
    ],
@@ -51,13 +52,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Mean Accuracy: 92%\n",
-      "Max accuracy: 96%\n",
-      "Min accuracy: 86%\n"
+      "Mean Accuracy: 94%\n",
+      "STD Accuracy: 3%\n",
+      "Max accuracy: 100%\n",
+      "Min accuracy: 88%\n"
      ]
     }
    ],
-   "execution_count": 28
+   "execution_count": 33
   },
   {
    "metadata": {