diff --git a/M1/Statistical Learning/TP2_KNN.ipynb b/M1/Statistical Learning/TP2_KNN.ipynb
index bfab100..f8423c3 100644
--- a/M1/Statistical Learning/TP2_KNN.ipynb	
+++ b/M1/Statistical Learning/TP2_KNN.ipynb	
@@ -2075,10 +2075,8 @@
   },
   {
    "metadata": {
-    "jupyter": {
-     "is_executing": true
-    },
     "ExecuteTime": {
+     "end_time": "2025-02-07T16:33:20.674476Z",
      "start_time": "2025-02-07T16:32:25.251727Z"
     }
    },
@@ -2097,9 +2095,19 @@
      "text": [
       "Accuracy score: 0.9693506493506493\n"
      ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'5'"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
-   "execution_count": null
+   "execution_count": 38
   },
   {
    "cell_type": "markdown",
@@ -2120,8 +2128,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-02-05T09:56:15.719499Z",
-     "start_time": "2025-02-05T09:56:02.483518Z"
+     "end_time": "2025-02-07T16:33:33.791102Z",
+     "start_time": "2025-02-07T16:33:20.708161Z"
     }
    },
    "source": [
@@ -2130,14 +2138,14 @@
     "(X_train, y_train), (X_test, y_test) = tf.keras.datasets.cifar10.load_data()"
    ],
    "outputs": [],
-   "execution_count": 75
+   "execution_count": 39
   },
   {
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-02-05T09:56:25.552086Z",
-     "start_time": "2025-02-05T09:56:25.549610Z"
+     "end_time": "2025-02-07T16:33:33.819221Z",
+     "start_time": "2025-02-07T16:33:33.816280Z"
     }
    },
    "source": [
@@ -2150,19 +2158,19 @@
        "numpy.ndarray"
       ]
      },
-     "execution_count": 76,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 76
+   "execution_count": 40
   },
   {
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-02-05T09:56:27.171373Z",
-     "start_time": "2025-02-05T09:56:27.168777Z"
+     "end_time": "2025-02-07T16:33:33.847663Z",
+     "start_time": "2025-02-07T16:33:33.844954Z"
     }
    },
    "source": [
@@ -2175,12 +2183,12 @@
        "((50000, 32, 32, 3), (50000, 1))"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 77
+   "execution_count": 41
   },
   {
    "cell_type": "markdown",
@@ -2200,8 +2208,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-02-05T09:56:28.805816Z",
-     "start_time": "2025-02-05T09:56:28.802933Z"
+     "end_time": "2025-02-07T16:33:33.879318Z",
+     "start_time": "2025-02-07T16:33:33.875930Z"
     }
    },
    "source": [
@@ -2216,19 +2224,19 @@
        "(50000,)"
       ]
      },
-     "execution_count": 78,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 78
+   "execution_count": 42
   },
   {
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-02-05T09:56:29.943407Z",
-     "start_time": "2025-02-05T09:56:29.941183Z"
+     "end_time": "2025-02-07T16:33:33.910196Z",
+     "start_time": "2025-02-07T16:33:33.904771Z"
     }
    },
    "source": [
@@ -2241,19 +2249,19 @@
        "array([6, 9, 9, 4, 1, 1, 2, 7, 8, 3], dtype=uint8)"
       ]
      },
-     "execution_count": 79,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 79
+   "execution_count": 43
   },
   {
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-02-05T09:56:36.560293Z",
-     "start_time": "2025-02-05T09:56:36.510888Z"
+     "end_time": "2025-02-07T16:33:33.980676Z",
+     "start_time": "2025-02-07T16:33:33.935546Z"
     }
    },
    "source": [
@@ -2273,14 +2281,14 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 81
+   "execution_count": 44
   },
   {
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-02-05T09:56:38.807788Z",
-     "start_time": "2025-02-05T09:56:38.805719Z"
+     "end_time": "2025-02-07T16:33:34.007006Z",
+     "start_time": "2025-02-07T16:33:34.004187Z"
     }
    },
    "source": [
@@ -2296,7 +2304,7 @@
      ]
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    ],
-   "execution_count": 82
+   "execution_count": 45
   },
   {
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@@ -2309,8 +2317,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-02-05T09:56:40.790210Z",
-     "start_time": "2025-02-05T09:56:40.539638Z"
+     "end_time": "2025-02-07T16:33:34.260397Z",
+     "start_time": "2025-02-07T16:33:34.032213Z"
     }
    },
    "source": [
@@ -2324,12 +2332,12 @@
        "(50000, 3072)"
       ]
      },
-     "execution_count": 83,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 83
+   "execution_count": 46
   },
   {
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@@ -2346,8 +2354,8 @@
    "cell_type": "code",
    "metadata": {
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-     "end_time": "2025-02-05T10:01:24.378825Z",
-     "start_time": "2025-02-05T10:01:07.927639Z"
+     "end_time": "2025-02-07T16:33:50.494818Z",
+     "start_time": "2025-02-07T16:33:34.284326Z"
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    "source": [
@@ -2372,12 +2380,12 @@
        "0.3303"
       ]
      },
-     "execution_count": 93,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
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    ],
-   "execution_count": 93
+   "execution_count": 47
   }
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  "metadata": {