NNW/Übung 3/training.ipynb

{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:08:24.185618200Z",
     "start_time": "2026-10-20T07:08:24.097258900Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "from nnwplot import plotTwoFeatures\n",
    "from SLN import SLN"
   ],
   "id": "de83e0a3826971b5",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:08:24.212521900Z",
     "start_time": "2026-10-20T07:08:24.190597900Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X = np.array([[0., 0., 1., 1.], [0., 1., 0., 1.]])\n",
    "T = np.array([-2., -1., -1., 0.])\n"
   ],
   "id": "d04fd0aaafa7b2e3",
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2026-10-20T07:08:24.255643Z",
     "start_time": "2026-10-20T07:08:24.218508400Z"
    }
   },
   "source": [
    "sln = SLN(2, 1)\n",
    "sln._W = [[1], [1]]\n",
    "sln._b = [[-2]]"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:08:24.333864700Z",
     "start_time": "2026-10-20T07:08:24.266697800Z"
    }
   },
   "cell_type": "code",
   "source": "sln.neuron(X)",
   "id": "5cb7b328ef2abe20",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-2., -1., -1.,  0.])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:08:24.845491900Z",
     "start_time": "2026-10-20T07:08:24.336878Z"
    }
   },
   "cell_type": "code",
   "source": "plotTwoFeatures(X, T, sln.neuron)",
   "id": "19d68b97fca5a7e7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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ejRELaxuYMCWBhikJNARJ+fB0jAQwJYGGIIGGKQk0rG1izxcxYiFIoGFtAxOmJNAwJYkd38SIhbUNTJiSQEOQQEOQxIavYiSAKQk0BAk0rG2gYW1Tdr6MEQtBAg1rG5gwJYGGKUnp+TZGLKxtYMKUBBqCBBqmJKXj6xgJYEoCDUECDWsbmDAliQ4x8guCBBrWNjBhSgINQRI5YqQY1jYwYUoCDUECDWubyBAjYTAlgYYggYa1DUyYkpgRIwqCBBrWNjBhSgINQaIjRgxY28CEKQk0BAk0rG3CI0YiwJQEGoIEGtY2MGFKEooYiRBBAg1rG5gwJYGGIPkVMRIF1jYwYUoCDUECDWubY4iRUmBKAg1BAg1rG5jkZOf7+gQRI6VEkEDD2gYmTEmgyfFxkBAjZcDaBiZMSaAhSKDJyc73ZZQQIzHAlAQaggQa1jYwyfFZkBAjMUKQQMPaBiZMSaDxU5AQIzHE2gYmTEmgIUjg97UNMVIOmJJAQ5BAw9oGJl4PEmKknDAlgYa1DUyYksCPQUKMlDOmJNAwJYGGIIHf1jbESAUgSKAhSKBhbQMTrwUJMVJBWNtAw9oGJkxJ4IcgIUYqGFMSaJiSQEOQwOtrG2IkDggSaAgSaFjbwMTtQUKMxAlrG2hY28CEKQm8GCTESJwxJYGGKQk0BAm8trYhRhyAIIGGKQk0rG1g4rYgIUYcgrUNTJiSQMOUBF4IEmLEYZiSQEOQQEOQwO1rG2LEgQgSaFjbQMPaBiZODxJixKFY28CEKQk0TEngxiAhRhyOKQk0BAk0BAnctrYhRlyAIIGGtQ00rG1g4rQgIUZcgrUNTJiSQMOUBG4IEmLEZZiSQEOQQMOUBE5f2xAjLkSQQMPaBiZMSaCJd5AQIy7F2gYmTEmgIUjgxCAhRlyOKQk0BAk0rG3gtLUNMeIBBAk0rG1gwpQEmooOEmLEI1jbwIQpCTQECZwwJSFGPIYpCTQECTSsbWBSEUFCjHgQQQINaxuYMCVBvIKEGPEo1jYwYUoCDUGCeKxtiBGPY0oCDUECDWsbmJRHkBAjPkCQQMPaBiZMSVBRQUKM+ARrG5gwJYGGIEFFrG2ijpGLevSQuXNmy+pVn8l/XntFOnXqWOIxNWvWkLvvGiMff7RIPvpoodw2+lZJTk4u7WNGGTAlgYYggYa1DUxiESRRxUjHjh1l0qQn5dVXX5W+/QbIxx9/Ii88P02aNWumHpOeni7/ee1VyW6WLTfceKNceullcjgvT3r06F7mB4/SIUigYW0DE6YkKK8gScjMql8U6Z2nTX1OCosK5aqrrgne9s7bb8mXX66RW0ffFvaY22+/TYZeeYV07HSu5ObmlupBVq1aVTasXyuF80aKHD1cql8D4SV06sypQVj7MlI5Mwhr4c4CzgxUr2xICf64cmKSTLxwoGQ3ayEHDx6MzWSkfftz5KOPPg65beHCRXJO+3PUY/r07iVvvTWv1CGC8sWUBBrWNtCwtkGspySVoplOZGRkyA/f/xBy+w8//CinnHyyelyjRo1k9+7dMn7cWFn52XJ59923ZdSomyUl5ddyOp71c9bvF3izVj0oPwQJNKxtYMLaBrEKkqgvYC0sLAx5/2jBUUlISFDvn5iYKCNGDJdPFi+WXr37yt133SNXDb1S/v63/1OPGTF8mL2WCbxZEYPyxbNtYMKUBBqCBKYgGdDkiMQ0Rqxdz6FDh6RWrZoht9euXVt++CF0WlKc9XPWaueFF160JyQLFy2SyZOnyCUDL1GPGTtuvL1fCry1adsu0oeJMmJKAg1BAg1rG5RVVJORVatWS4cOHUJu69Sxg6xcuUo9ZsWKzyQ/P3Rck5efL0mJieox1v2t+Am8cb1JxSJIoGFtAxOmJKiQGJny1FNy0UU9pEf37vb6ZdBll0mbNm3k6aefCd5n+LCbZNnSxcH3J02eIhdccIGc37Wr/X7jxo3kmmuuljfffKvUDxrlj7UNTJiSQEOQoDSSormz9ayYu+++Rx566EGpXr26/Pf77+XmUbfIp8t/vaYjNTXVvtA1YNmyZXLrraPlwQcfkDp16tirnv+8/obcc8+9pXrAqPgo4em/0IKEp//CFCQ8BRjl8jojxVWuXFkOHz7xNT+sGLGeDXPgwIGwP5eXlxf178XrjMQfQQITogQagsTfkhKSpfepg2L7OiPFhQsRixUb4UIk8HNwJ9Y2MGFtAw1rG0SCb5SHqHBxKzQECTQ82wYlIUYQNaYk0PBsG5gwJYGGGEGpMSWBhikJNAQJwiFGUCYECTQECTSsbXA8YgRlxtoGGtY2MGFKggBiBDHDlAQapiTQECQgRhBzBAk0TEmgYW0DJiOIOdY2MGFKAg1TEv8iRlBumJJAQ5BAQ5D4EzGCckWQQMPaBhrWNv5DjKDcsbaBCVMSaJiS+AcxggrDlAQaggQagsQfiBFUKIIEGtY20LC28T5iBBWOtQ1MmJJAw5TEu4gRxA1TEmgIEmiYkngTMYK4IkigYW0DE6Yk3kKMIO5Y28CEKQk0BIl3ECNwDKYk0BAk0LC28QZiBI5CkEDD2gYmTEncjRiB47C2gQlTEmgIEvciRuBYTEmgIUigYW3jTsQIHI0ggYa1DUyYkrgLMQLHY20DE6Yk0BAk7kGMwDWYkkBDkEDD2sYdiBG4CkECDWsbmDAlcTZiBK7D2gYmTEmgIUicixiBazElgYYggYa1jTMRI3A1ggQa1jYwYUriLMQIXI+1DUyYkkBDkDiHq2LkwLytcmDO5ng/DDgUUxJoCBJoWNs4g6tiJIAggYYggYa1DUyYksSXK2MkECRECcJhbQMTpiTQECTx49oYCSBIoGFKAg1BAg1rm/hwfYxYCBJoCBJoWNvAhClJxfJEjFhY20DD2gYmTEmgIUgqjmdiJIApCTRMSaAhSKBhbVMxPBcjFoIEGoIEGtY2MGFKUr48GSMW1jbQsLaBCVMSaAiS8uPZGAlgSgINUxJoCBJoWNuUD8/HiIUggYYpCTSsbWDClCS2fBEjFtY2MGFKAg1TEmgIktjxTYwEMCWBhiCBhiCBhrVNbPguRiwECTSsbaBhbQMTpiRl48sYsbC2gQlTEmiYkkBDkJSeb2MkgCkJNAQJNExJoGFtUzq+jxELQQINaxuYMCWBhilJdIiRX7C2gQlTEmgIEmgIksgRI8dhSgINQQINaxtoWNtEhhgJgyCBhrUNTJiSQMOUxIwYUbC2gQlTEmgIEmgIEh0xUgKmJNAQJNCwtoGGtU14xEgECBJoWNvAhCkJNExJQhEjEWJtAxOmJNAQJNAwJfkVMRIlpiTQECTQsLaBSdesRN+fIGKkFAgSmIKEKIEpSgCCJAYxcvrpp8l9990rU6c+K2PG3CFZWZkRH9uhQweZMf1FuWXUzeJ2rG1gQpBAQ5BA0zUr0bdTkqhi5LTTGsvcObOlSpU0mTlzljRs0NB+v06dOiUeW7NmDXns0YelYcOG0uKMFuIVTEmgIUigYW0Dk64+DJKoYuSWUaNk06avZdSoW2XOnLnyxxtulPz8fPnTjTeUeOwjDz8sL7z4kmzYuFG8hiCBhrUNTJiSQNPVZ0ESVYycf35Xefudd4LvHz16VObPf0+6nt/VeNx1110r1apVk3HjxotXsbaBCVMSaAgSaPy0tok4RtIqV5batWvLrl27Qm633m9Qv7563FlnnikjRwyXESNvlqKiooh+r5SUFKlatWrwLT09XdyCKQk0BAk0rG1g4ocgiThGklNS7P8ePnw45PZDhw5JcvKxnztelSpVZMKTT8idd94lO3bsiPhBjRg+TDasXxt8W/nZcnETggQa1jYwYUoCvwZJxDGSm5srR44ckRo1aoTcXrNmTdm3b1/YY7qcd57Ur1dPBg++zH4WjfXWtk0b6dC+vf1ja9ISzthx4yW7WYvgW5u27cRtWNvAhCkJNAQJ/Li2SYr0jgUFBbJ+/Xpp2fKskNut99esWRP2mE+XL5ehV10dcttf/nK7HMk/IuPGPyEHDhwIe5x1Uaz15gVWlGT0bRzvhwGHBklCp87xfhhwcJDsy0iN90OBA3XNSpSFOwvEtxewzpg5S/r26SuNGjWy32/VqpV07dpVZs6aFbzPpZfmyNNPTbF/vGfPHlm06KOQN+u2H378wf5xXp4/XgCItQ00rG1gwpQEGq9NSCKejFieeeZZexIy/923ZdOmTdK0abY8+9xUmT17TvA+pzZsKJ06dSyPx+qJIGFKgnCYksAUJExIYAoSL0xJEjKz6kf2FJdi6tWrZ79t3bpVvvvuu5Cfs17ULCsrS5YsWRL22DPOaCGFhUWybt26iH8/6xk11oWs+0YNEDn8s7gdQQINaxuYECXQODVIkhKSpfepg+zrPw8ePBjbGKloXosRC0ECE6IEGoIEbgqSSGOEb5QXJzzbBiY82wYariOBF59tQ4zEGRe3QkOQQMOLpMHEjUFCjDgAUxJoeLYNTJiSwCtBQow4CFMSaJiSQEOQwAtrG2LEYQgSaAgSaFjbwMQNQUKMOBBrG2hY28CEKQncGiTEiIMxJYGGKQk0BAncuLYhRhyOIIGGIIGGtQ1MnBgkxIgLsLaBhrUNTJiSwC1BQoy4CFMSaJiSQEOQwA1rG2LEZQgSaJiSQMPaBiZOCBJixIVY28CEKQk0TEng1CAhRlyMKQk0BAk0BAmcuLYhRlyOIIGGtQ00rG1gEo8gIUY8gLUNTJiSQMOUBE4JEmLEQ5iSQEOQQEOQwAlrG2LEYwgSaFjbQMPaBiYVESTEiAextoEJUxJomJIgXkFCjHgYUxJoCBJomJIgHmsbYsTjCBJoWNvAhCkJNOURJMSID7C2gQlTEmgIElRUkBAjPsKUBBqCBBrWNqiItQ0x4jMECTSsbWDClASaWAQJMeJDrG1gwpQEGoIE5TUlIUZ8jCkJNAQJNKxtYFLaICFGfI4ggYa1DUyYkiCWQUKMgLUNjJiSQEOQIFZrG2IEQUxJoCFIoGFtA5POmZFlBjGCEAQJNKxtYMKUBGVBjOAEPNsGJkxJoCFIUFrECFRMSaAhSKBhbYPSIEZgRJBAw9oGJkxJEA1iBCVibQMTpiTQECSIFDGCiDElgYYggYa1DSJBjCAqBAk0rG1gwpQEJsQIosbaBiZMSaAhSKAhRlBqTEmgIUigYW2DcIgRlAlBAg1rG5gwJUFxxAjKjLUNTJiSQEOQIIAYQcwwJYGGIIGGtQ2IEcQcUxJoWNvAhCmJvzEZQblgSgINUxJoCBL/IkZQbggSaAgSaFjb+BMxgnLF2gYa1jYwYUriL8QIKgRTEmiYkkBDkPgHMYIKQ5BAQ5BAw9rGH4gRVCjWNtCwtoEJUxJvI0YQF0xJoGFKAg1B4l3ECOKGIIGGKQk0rG28iRhBXLG2gQlTEmiYkngLMQJHYEoCDUECDUHiHcQIHIMggYa1DTSsbbyBGIGjsLaBCVMSaJiSuBsxAkdiSgINQQINQeJexAgciyCBhrUNNKxt3Ckp2gOqVKki/fv1k/r168k3mzfL7Nlz5MiRI8ZjzjrzTOnYqaMkJyXJqtWrZfHiJWV5zPBhkGT0bRzvhwKHRklCp87xfhhwaJTsy0iN98NAeUxGatasIfPemitXXTVUUlNTZeSI4fKf116VtMqV1WOmTJ4kDz74L2nQoL7UqVtXJk+aKBOeGB/NbwswJYGKtQ00TEk8OhkZOXKkVEpMlIEDc+TQ4cPyxIQJsmjRQrn66qtkwpMTwx4z4cknZcWKz4Lvz5o1S96b/65MnzFTPvzww7L/CeCrKQkTEpiChCkJwmFK4rHJSO9ePWXOnLl2iFj27v1J3n13vvTq3Us9pniIWNatWy95eXlSLyuztI8ZPsazbWDClAQaLm71SIykpKRIgwYNZMvmLSG3b9myRU477bSIf0PrepPk5GT5dPkK4+9VtWrV4Ft6enrEvz78gYtboSFIoGFt44E1TVpamv3fAwcPhNx+YP9+qfLLz5WkSZMmcv/998qkyVNk48aN6v1GDB8mo0ffGulDg0+xtoGGtQ1MWNu4eDLy888/S2FhoVTLyAi5vVr16vbPlaRRo0YyY/pL8t5778vdd99jvO/YceMlu1mL4Fubtu0ifZjwGdY2MGFKAg1rG5fGiPX03a1bt8npp58ecvvpp50mGzduMh576qmnysuzZsiSJUvk5lG3SFFRkfH++fn5cvDgweBbbm6uffvqD5MjfbjwGdY20BAk0LC2cekFrHPmzJF+/fra13FY6tatK926XWjfHtCly3ly6y2jgu83bNhQXnl5pixZslRGjLzZnq6UxWfvp5TpeHgXQQINL5IGE6Yk8ZeQmVXfPKYoJiMjww4L6zVGlixdKhecf75s3bZNrrhiqD3NsIy+9Ra5/vrrpMUZZ9nvf/zRIqlTp7ZMm/a8FBQUBH+tRR99JIsWfRTR72vFz4b1a2Vhm0ulIPeQfVvb3x37/YCwH6u8SBoUPP0XGl4krTwkSY2U39uXXFibDv1eUThw4ID06dtfunfvJvXq1bOf1vv++wtCph1WYOzbvz/4vhUhSUmJJ/xaeYfzJBYTEqIEYT9WeU0SKHjVVpQ0ISFKHD4ZiZdwk5HiCBJomJDAhCkJNARJxU5GPPGN8riOBBqebQMTLm6FhutIKpYnYiQQJEQJNFzcCg1BAg3Ptqk4nomRAIIEGoIEGp5tAxOmJOXPczFiIUigYW0DE6Yk0BAk5cuTMWJhbQMTpiTQECTQsLYpP56NkQCmJNAQJNCwtoEJU5LY83yMWJiSQMPaBiZMSaAhSGLLFzESwJQEGqYk0BAk0LC2iR1fxYiFIIGGIIGGtQ1MmJKUne9ixMLaBhrWNjBhSgINQVI2voyRAKYk0DAlgYYggYa1Ten5OkYsBAk0TEmgYW0DE6Yk0fN9jFhY28CEKQk0TEmgIUiiQ4wUw5QEGoIEGoIEGtY2kSNGjkOQQMPaBhrWNjBhSlIyYiQM1jYwYUoCDVMSaAgSM2LEgCkJNAQJNAQJNKxtdMRICQgSaFjbQMPaBiZMSU5EjESAtQ1MmJJAw5QEGoIkFDESBaYk0BAk0DAlgYa1za+IkSgRJNCwtoEJUxJoqh/I8/3JIUZKgbUNTJiSgCBBtKr7PEiIkTJgSgINQQINaxtoqh/I822UECNlRJBAw9oGJqxtoKnuwyAhRmKAtQ1MmJJAQ5BAU91nQUKMxBBTEmgIEmhY20Djp7UNMRJjBAk0rG1gwpQEGj8ECTFSDljbwIQpCTQECfw6JSFGyhFTEmgIEmhY28DEq0FCjJQzggQa1jYwYUoCPwUJMVIBWNvAhCkJNAQJ/LK2IUYqEFMSaAgSaFjbwMQrQUKMVDCCBBrWNjBhSgIvBwkxEgesbWDClAQaggReXdsQI3HElAQaggQa1jYwcWuQECNxRpBAw9oGJkxJ4KUgIUYcgLUNTJiSQEOQwCtrG2LEQZiSQEOQQMPaBiZuCRJixGEIEmhY28CEKQncHCTEiAOxtoEJUxJoCBK4dW1DjDgYUxJoCBJoWNvAxKlBQow4HEECDWsbmDAlgZuChBhxAdY2MGFKAg1BAresbYgRF2FKAg1BAg1rG5g4JUiIEZdhSgINaxuYMCWBk4OEGHEppiTQMCWBhiCBU9c2xIiLESTQECTQsLaBSbyChBhxOdY20LC2gQlTEjgpSIgRj2BKAg1TEmgIEjhlbUOMeAhBAg1BAg1rG5hUVJAQIx7D2gYa1jYwYUqCeAYJMeJRTEmgYUoCDUGCeK1tiBEPI0igYUoCDWsbmJRXkBAjHsfaBiZMSaBhSoKKDBJ3xUhCUbwfgWsxJYGGIIGGIHGOnbvSZPnKk2TDpmpSVOS9tU2pYqRFi+bSvXs3aXL66eV6zPHa37RIGnT+RhIqFZb61/AzggQa1jbQsLaJr/cWZsqFF18k9VsOkvbd+0nzjgOleYdL5MlnmkmhA74UxipIEjKz6kfcWMnJyTLxyQnSvkN7WbNmjZzdurXMmTNXRt92e0yPOV7VqlVlw/q1UjSjmsjRA7Ln69ryxUvtpKjAXYMdJ2n7u/x4PwQ4VEbfxvF+CHCohE6d4/0QfOWp55vKDbd0lkqViqSg2Ne7hIQiezryh0u/keeeWCSVHPClcF9GqvIzSVIj5feS3ayFHDx4UD0+qj/CH6+/Ts45p510795DBg26XPr1v1guvvhiyckZGNNjNAkJx95qnfaDNOq6Kerj8SumJNCwtoGGKUnFWbOuhh0iVnQUDxH776EowfqKKC+8fJpMeKa5OEFZ1zZRxUhOTo688cZs2bVrt/3+hg0bZMGCBXJpTk5MjylJQiWReu23SkJiQal/DRAk0LG2gQnXkpS/8U81l8RK1uLCCo/wrH+cPzrhDEdcQxJQ2iBJivSOiYmJ0rRpE3n6mWdCbl+7dq1ceeUVMTvGkpKSYr8FpKen//JoM4K3JWeI1GyeL/u21Ir0j4AwVi9Ns//b+vwjnB+c4MD87ySj56mcGZyg6NPPJKF9B85MOZn3fiNJq1LSvCBB/vtjNVm3qba0yN7nmL+L6gcLZV/VlKgyI+IYsYIgKSlJ9u0L/QPv3btXqlWrFrNjLCOGD5PRo2898ScG7gh5t/VlkT56AADcY/OWaO7dV5ymRpgeMF0zEnGM5Ocfu+AxLe3Yv6QDqqSnS15eXsyOsYwdN14mTpoc8odY+dlyadO2neTm5kb6kBElznPF4Dxznr2Ej2fOdSQfI999953xPhHHyOHDh+1frF69eiG3W+9v27YtZscEIiYQMsVZIWIqK8QG57licJ45z17CxzPnWhPJ1+2oLmBdsOAD6d2rpyRYV82ISGpqqv3aIe8v+CB4n6ZNm0qP7t2jOgYAAPhXVDHy8COPSmZmpkyZPEmGDLlcpk59VgqOHpVJkyYF79O/X1957LFHojoGAAD4V1Qxsn37drmoZy/ZtGmTdO7USZYtXSa9eveVvXt/Ct5nw8aN8vY770R1TEmslc1DDz0cdnWD2OE8VwzOM+fZS/h45lxX+CuwAgAAxJoDXkQWAAD4GTECAADiihgBAABxFfHrjJQn66XfrW+ml14lXVauWiXff/99uRzjd9bTq9u0OVvq1qkr6zesl80RvMRf9erVpVWrllJYWChr1nwlP/0U+YXHfta8eXNp1KiRbP/2W/lyzZqIj6tcubL06NFdfvzxR/n440/K9TF6Qf369eWsM8+UPXv2yPIVK+yP00j+Pzj77NZy0kknycqVq+xzDbOaNWvIb37zG8nPy5dPP/1UDh0+XOIpa9CggWRnN5WjR47a/w9wnktWqVIlOe/cc6V6jeoye/aciD4s0ypXlvbt20tySrIsX77CtZ+j434Bq/UJe/pLL9hXZH///Q/SunUr+dvf/iHTZ8yI6TF+V7VqVXnh+alSv34D+5sVtmv3G5k27Xm56+571GPuu+9euahHD9m4cYOkplaWM888Q+4cc5e8+OJLFfrY3fbJ5LFHH5ELL/ydrFq12g65Tz9dLjfc+Cc5cqTk7//z4L8ekEsvzZEVKz6TS3/P9zswGTFiuNw8coSsWLFCGjduLPv275fBg4cYv+hZr4M0ZfJESUpKlnXr1tnfO+uhhx6R1994o1R/337Qq1dP+2P6q6++koyMalKzZk25cuhQ+x8nmn898E8ZOPASWbx4if0K3G3atJF/PvCATJ48pUIfu5tcd9219ne5Lywskvr160nDUxuXeEzLli1l2tRn5fsffpCfc3PtfwSNHDkq5BmtbhH3GHl51kw7Kq64cqj9rxrrG+jdNeZOOe+8rrJj586YHeN3Y8bcId0u7Ca9eveR/fv3y29+01Ze/89r8ocrhsqHH34Y9pihQ6+U6dNnBJ9Sbb1OzD/vv0/O63K+8RV0/WzI5YPlzjvvsJ/Obk2e6mVlydvvzJOxY8fJxInm19bp16+vDB92k2za9LWcfPLJxIhB69at5a0358iQP1wpH3zwgf2vwzdmv25/E07rk3E4VapUkQ8WvCdLli6VUaNutT93WC/C2LFDB/lw4cKy/cV7VI0aNWTJ4o9l3LjxMm78E/ZtEydOkCanN5ELu/364pbFWf9K/89rr0i//gPsqLZcc/VVctddY+SMM1vKgQMHKvTP4BZDh14p7733vpx7bmf594P/iihGPvzgffn88y9kxMib7fdH33qLHTUdOnZ23XmO6zUjmZmnSOfOnWTKU08Fx6svvTRdDh06JH379Y3ZMRAZeMkl9uTIChGL9UnC+hdlTs4l6umZOnVayGu7vPnmW/Y3PmzerBmnVDFw4EB59935wRWYFcdz586VnIH6eQ6MtK2gHjZ8pORHMEHxu4EDL7YnfFaIWKy1gTXp69O7jx0Y4eTkDJS6devKHXfcGfzcYX2PLEJEZ60MrfP5zLPPBW+bNGmytGjRXM44o0XYY1JTj3231m+/3R68besv/3gp/t3YceLn2x07Qr8ZrEmrVq3sSZ/19xHw1NPP2N8Hplu3C113euMaI9ZIybJ+3frgbUePHpWvv/km+HOxOMbvrE/A1n68+DmzrF23TlpEcc66dDnP/u/6DRti/hi9onmL5rJufeh5Xrd2nWRnZ6vHWIH3xBPj5NHHHrdfHBARnOfm4c9zWlple40bjjUB+fyLL+TwocNywQUXyHnnnWtfCwHzed6+Y0fINyhdu3Zd8OfCWbToI5kxc5ZMnvSkPU297tpr5I5//F3uvfd+rhuJoRa/nP/i/x9Y14vs3r07qs/rThHXC1irZVSz/7v3uAtu9u7dK9WrVYvZMX5XLSPD/u/xFzZZr4JbLcJzZq0b7rn7Lpn2/POydevWcnmcXjnX4c6z9S9Ca03w888/n3DM//zldvsCzOeem1qBj9TdrM8DmzdvDrltz9699n+1zwO1a58kSYlJMm/em7J9+w6pWjVdWrRoIf/7//4qr776WoU8bi98PFsfw9ZEyfT5duXKldK5U0fp07u3fVF2UVHRCfGIssmolmFH4vHXollfC6tVd9/XwrjGSN4vKwBrrFT8k7T1DJn//ve/MTvG7wLnrEp6esjt6VWq2J9UIpmsTJ/+or2btC4Uhs5aa1kfi8VVSa9y7O8hzLm2xqw33niDjBlzlwzo39++rWGDBnLSSbXs9z/48EPZt28fp/yE85x3wnm2PidYDisf09btXbq0lksGXipLly61b7vpz3+SB//1L1mwYEFU36LCzx/P1iTPWt1onzusb5R6911jpE+ffsFnklkrsmeeniJdz/+tfPvttxXy2P3wd1O5cmX72WFW7BX//yCSz+tOE9c1zdatx/bq9erVC7m9Xr2s4I4xFsf43a5du+wPTuscHf+0yK1bzeesTp06MmvmdNm27Vu5/o83RPSMED/bsmVr2PNs7YILCgpOuH9hYYHMnfumtGvXTnr2vMh+s46vVauW/WPrqdUIc563bj3hc4D1DASLdnH11i1b7TVBIEQsc998y17tZGdzHVTYj+etW+WUU062nyVW/OPZPp/Kee7YqaNs2bIl5Cntc+bMtQPGejkGxMbWLVslMTFRsjIzg7dZ71sXv28r4fO6E8U1Rqzdo/VJul/fPsHbrNfBaNiwobw3/72QaxWsZ39Ecwwk5JqahYsWhZwz6yp567xaV28XvyDqd7/7bfD92rVr2yFijbSvve56V9Z2RXv//ffti/4CF+pZnxx69+op84ud58aNGwWnIF9//Y38+aZhIW+LlyyVDRs22j/mWUvKeX5vgf054ZRTTgne1r9/P/u1RgJrhVo1a9rnORB0786fb//Y+rgOsJ7aa9nJs/CUj+cF9iq3S5cuIefZOsfWa1oEPsat82x9Dg6cS+sLovVyAsHz3KRJ8B9GKL3u3bvZr6tjWbZsmf2MmeJP3Oh24YX2Ovj9BQtcd5rj/qJnd9w5RiY8Md7+8a7du+XGG/4or7/+hny6fHnwPn/5y+2y/dvtwaeJRXIMQt1//wPyxuuvybixj9vnafCgQfa/Xl6aPj14nyFDBtvfWdn6BJScnCwzZ0y3L3x9YsKT0vOii4L3W7V6NdeNKJ58cqIMGNBfpk17zp54dO/WzQ6/xx9/PHifC84/X+699x6ZM3du2GkJSjZ7zhz7qZAvvvC8TJs2Tc444wx7PXDZZYOD92nSpIlMmDBeevbqI59//rl9YeVb8+bJSy+9YD9zoWp6ur0is66DYnUQnnVBtXWuxj7+qDzxxJP2dQrDbvqz/PX//hb8x4k18bDO82233S4vbtsms2a9bL9exozpL9nP4LNWCddfd618/MknsmTJr1MphGrbto00qN/Afk0Wa/US+AfLokWLgtdDWdftzXv7bfnyjjX2M8juve9+ufOOf0hG1ar29SPDht0kTz39dEQvaOk0cX+dkcBfgvXUU2vXtXTpMpk5a1bIKynefvttsufHH+2nLUV6DE5kPcvgD0Mulzp169jPrHlu6rSQ624uHzxImmZny1133W2/bsPDDz8U9jS++NJL9id2hGf9i/yqq4bKqY1OlR3bd9jnufj1TOd37SqDBw+Sm4YND9n1BlhfZE+qVUseefQxTrGB9UXwij8MkZatWtrXe1ivibO+2EWSp59+mtw2erTc/88HghMma91gvaic9cyagwcPyiefLLY/ucPs4gED7Emqdf3ZnDlz7PMWYE0BrRdFs6IucLs1FbE+xrObNrVXu6s//1xeeeVV4tvg6quukg4d2p9w+78fesieoAZixPrH4MsvvxL8eevvpXfv3pKSnGw/Tf2NN2a78sPZETECAAD8i2+UBwAA4ooYAQAAcUWMAACAuCJGAABAXBEjAAAgrogRAAAQV8QIAACIK2IEAADEFTECAADiihgBAABxRYwAAIC4IkYAAIDE0/8Hi1tVrO/NYTEAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:09:21.417290200Z",
     "start_time": "2026-10-20T07:09:18.825672100Z"
    }
   },
   "cell_type": "code",
   "source": [
    "train_sln = SLN(2, 1)\n",
    "train_sln.delta_train(X, T, 0.1, 100, 0.001)"
   ],
   "id": "e97b83cdad840616",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#0 err:1.1034755592254166\n",
      "[[ 0.28677805]\n",
      " [-0.07982693]]\n",
      "[[0.]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#10 err:0.11848478597021123\n",
      "[[1.27176882]\n",
      " [0.90516384]]\n",
      "[[-1.96998155]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#20 err:0.012722207020390064\n",
      "[[1.3775314 ]\n",
      " [1.01092642]]\n",
      "[[-2.1815067]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#30 err:0.0013660365771364091\n",
      "[[1.38888757]\n",
      " [1.02228259]]\n",
      "[[-2.20421905]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#32 err:0.0008742634093676926\n",
      "[[1.38937935]\n",
      " [1.02277436]]\n",
      "[[-2.20520259]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:08:27.930652900Z",
     "start_time": "2026-10-20T07:08:27.849345600Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "3696281aa04dcfe9",
   "outputs": [],
   "execution_count": 6
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}