updated

2025-05-01 19:31:40 +02:00
parent b4abdfeadf
commit b82c919f67
5 changed files with 533 additions and 88 deletions
--- a/05_ML/code/ml_basics_2.ipynb
+++ b/05_ML/code/ml_basics_2.ipynb
@@ -243,7 +243,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -263,28 +263,16 @@
  },
  {
   "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'load_iris' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m X, y \u001b[38;5;241m=\u001b[39m \u001b[43mload_iris\u001b[49m(return_X_y\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, as_frame\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m) \u001b[38;5;66;03m# Wir verwenden as_frame = False (=Default), damit wir nur die Daten bekommen (als Array)\u001b[39;00m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'load_iris' is not defined"
-     ]
-    }
-   ],
+   "outputs": [],
   "source": [
    "X, y = load_iris(return_X_y=True, as_frame=False) # Wir verwenden as_frame = False (=Default), damit wir nur die Daten bekommen (als Array)"
   ]
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
@@ -442,7 +430,7 @@
       "       [5.9, 3. , 5.1, 1.8]])"
      ]
     },
-     "execution_count": 3,
+     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -453,7 +441,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
@@ -462,7 +450,7 @@
       "(150, 4)"
      ]
     },
-     "execution_count": 4,
+     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -473,7 +461,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
@@ -488,7 +476,7 @@
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
      ]
     },
-     "execution_count": 5,
+     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -499,7 +487,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
@@ -508,7 +496,7 @@
       "(150,)"
      ]
     },
-     "execution_count": 6,
+     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -519,7 +507,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -529,7 +517,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
@@ -657,7 +645,7 @@
       "       [7.1, 3. , 5.9, 2.1]])"
      ]
     },
-     "execution_count": 8,
+     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -668,7 +656,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
@@ -677,7 +665,7 @@
       "(120, 4)"
      ]
     },
-     "execution_count": 9,
+     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -688,7 +676,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
@@ -697,7 +685,7 @@
       "(30, 4)"
      ]
     },
-     "execution_count": 10,
+     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -708,7 +696,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
@@ -717,7 +705,7 @@
       "(120,)"
      ]
     },
-     "execution_count": 11,
+     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -968,7 +956,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -988,7 +976,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -997,7 +985,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -1007,7 +995,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
@@ -1028,7 +1016,7 @@
       "        5.600e+02]])"
      ]
     },
-     "execution_count": 15,
+     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -1039,7 +1027,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
@@ -1048,7 +1036,7 @@
       "(178, 13)"
      ]
     },
-     "execution_count": 16,
+     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -1059,7 +1047,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
@@ -1076,7 +1064,7 @@
       "       2, 2])"
      ]
     },
-     "execution_count": 17,
+     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -1087,7 +1075,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
@@ -1096,7 +1084,7 @@
       "(178,)"
      ]
     },
-     "execution_count": 18,
+     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -1107,7 +1095,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -1116,7 +1104,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -1128,7 +1116,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -1139,7 +1127,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
@@ -1149,7 +1137,7 @@
       "       2, 1, 1, 1, 1, 2, 1, 0, 0, 1, 2, 0, 0, 0])"
      ]
     },
-     "execution_count": 22,
+     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -1160,7 +1148,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
@@ -1170,7 +1158,7 @@
       "       1, 2, 2, 2, 1, 1, 1, 0, 0, 1, 2, 0, 0, 0])"
      ]
     },
-     "execution_count": 23,
+     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
@@ -1181,7 +1169,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
@@ -1192,7 +1180,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
@@ -1209,7 +1197,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
@@ -1236,7 +1224,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
@@ -1245,7 +1233,7 @@
       "<Axes: >"
      ]
     },
-     "execution_count": 27,
+     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
@@ -1294,7 +1282,7 @@
  },
  {
   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
@@ -1303,7 +1291,7 @@
       "<Axes: >"
      ]
     },
-     "execution_count": 28,
+     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },