zadanie4/zadanie4.ipynb
2026-04-24 21:20:02 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "eb2b014a-970b-4bd0-9fd2-e1f4213cb562",
"metadata": {},
"source": [
"# Искусственные нейронные сети: первые шаги\n",
"## Раздел: Dataset examples - Работа с наборами данных\n",
"\n",
"**Студент:** Ончурова Полина Алексеевна\n",
"**Группа:** ИНБб-2301-02-00\n",
"\n",
"**Используемые датасеты:**\n",
"1. Iris (цветки ириса) - встроенный\n",
"2. Digits (рукописные цифры) - встроенный\n",
"3. Wine (химический состав вина) - встроенный\n",
"4. California Housing (цены на жильё) - внешний"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "33a0f86e-d27a-4f70-b66d-25c7376c574b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ИМПОРТ БИБЛИОТЕК: \n",
" Все библиотеки успешно импортированы!\n",
" Версия scikit-learn: 1.6.1\n",
" Версия NumPy: 2.0.2\n",
" Версия Pandas: 2.3.3\n"
]
}
],
"source": [
"print(\"ИМПОРТ БИБЛИОТЕК: \")\n",
"\n",
"# Библиотеки для работы с данными\n",
"import numpy as np # для числовых операций\n",
"import pandas as pd # для работы с таблицами\n",
"\n",
"# Библиотеки для визуализации\n",
"import matplotlib.pyplot as plt # для построения графиков\n",
"import seaborn as sns # для красивых графиков\n",
"\n",
"# Загрузка датасетов из scikit-learn\n",
"from sklearn.datasets import (\n",
" load_iris, # датасет Iris (цветки ириса)\n",
" load_digits, # датасет Digits (рукописные цифры)\n",
" load_wine, # датасет Wine (химический состав вина)\n",
" fetch_california_housing # датасет California Housing (цены на жильё)\n",
")\n",
"\n",
"# Инструменты для предобработки данных\n",
"from sklearn.model_selection import train_test_split # разделение на обучающую и тестовую выборки\n",
"from sklearn.preprocessing import StandardScaler # масштабирование данных\n",
"\n",
"# Нейронная сеть\n",
"from sklearn.neural_network import MLPClassifier # многослойный перцептрон\n",
"\n",
"# Метрики для оценки качества\n",
"from sklearn.metrics import (\n",
" accuracy_score, # точность модели\n",
" classification_report, # полный отчет о классификации\n",
" confusion_matrix # матрица ошибок\n",
")\n",
"\n",
"# Для визуализации многомерных данных\n",
"from sklearn.decomposition import PCA # метод главных компонент\n",
"\n",
"# Отключаем предупреждения (для чистоты вывода)\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"# Настройка стиля графиков\n",
"plt.rcParams['figure.figsize'] = (12, 6) # размер графиков\n",
"sns.set_style(\"whitegrid\") # стиль сетки\n",
"\n",
"print(\" Все библиотеки успешно импортированы!\")\n",
"print(f\" Версия scikit-learn: {__import__('sklearn').__version__}\")\n",
"print(f\" Версия NumPy: {np.__version__}\")\n",
"print(f\" Версия Pandas: {pd.__version__}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7d9814e2-3498-4c17-9819-8a8890184bbd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ДАТАСЕТ IRIS\n",
"\n",
" ЗАГРУЗКА ДАННЫХ IRIS:\n",
"Размер данных: (150, 4)\n",
"Количество признаков: 4\n",
"Названия признаков: ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n",
"Классы: ['setosa' 'versicolor' 'virginica']\n",
"Распределение: класс 0: 50, класс 1: 50, класс 2: 50\n",
"\n",
"Первые 5 строк:\n",
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"3 4.6 3.1 1.5 0.2 \n",
"4 5.0 3.6 1.4 0.2 \n",
"\n",
" target \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" ВИЗУАЛИЗАЦИЯ:\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" ПОДГОТОВКА ДАННЫХ:\n",
"Обучающая: 120 образцов, Тестовая: 30 образцов\n",
"\n",
" ОБУЧЕНИЕ MLPClassifier:\n",
" Обучение завершено!\n",
"\n",
" Точность: 0.9667 (96.67%)\n",
"\n",
"Отчет о классификации:\n",
" precision recall f1-score support\n",
"\n",
" setosa 1.00 1.00 1.00 10\n",
" versicolor 1.00 0.90 0.95 10\n",
" virginica 0.91 1.00 0.95 10\n",
"\n",
" accuracy 0.97 30\n",
" macro avg 0.97 0.97 0.97 30\n",
"weighted avg 0.97 0.97 0.97 30\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" ДАТАСЕТ IRIS ГОТОВ!\n"
]
}
],
"source": [
"print(\"ДАТАСЕТ IRIS\")\n",
"print(\"\\n ЗАГРУЗКА ДАННЫХ IRIS:\")\n",
"\n",
"# Загружаем датасет Iris\n",
"iris = load_iris()\n",
"X = iris.data\n",
"y = iris.target\n",
"\n",
"print(f\"Размер данных: {X.shape}\")\n",
"print(f\"Количество признаков: {X.shape[1]}\")\n",
"print(f\"Названия признаков: {iris.feature_names}\")\n",
"print(f\"Классы: {iris.target_names}\")\n",
"print(f\"Распределение: класс 0: {np.sum(y==0)}, класс 1: {np.sum(y==1)}, класс 2: {np.sum(y==2)}\")\n",
"\n",
"#ПРОСМОТР ДАННЫХ\n",
"df_iris = pd.DataFrame(X, columns=iris.feature_names)\n",
"df_iris['target'] = y\n",
"print(\"\\nПервые 5 строк:\")\n",
"print(df_iris.head())\n",
"\n",
"print(\"\\n ВИЗУАЛИЗАЦИЯ:\")\n",
"\n",
"#scatter plot первых двух признаков\n",
"plt.figure(figsize=(8, 6))\n",
"scatter = plt.scatter(df_iris[iris.feature_names[0]], \n",
" df_iris[iris.feature_names[1]], \n",
" c=y, cmap='viridis', alpha=0.7, s=50)\n",
"plt.xlabel(iris.feature_names[0], fontsize=12)\n",
"plt.ylabel(iris.feature_names[1], fontsize=12)\n",
"plt.title('Визуализация Iris (длина и ширина чашелистика)', fontsize=14)\n",
"plt.colorbar(scatter, label='Класс (0-setosa, 1-versicolor, 2-virginica)')\n",
"plt.grid(True, alpha=0.3)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"\\n ПОДГОТОВКА ДАННЫХ:\")\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, test_size=0.2, random_state=42, stratify=y\n",
")\n",
"\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)\n",
"\n",
"print(f\"Обучающая: {X_train.shape[0]} образцов, Тестовая: {X_test.shape[0]} образцов\")\n",
"\n",
"print(\"\\n ОБУЧЕНИЕ MLPClassifier:\")\n",
"\n",
"mlp_iris = MLPClassifier(\n",
" hidden_layer_sizes=(10,),\n",
" activation='relu',\n",
" solver='adam',\n",
" max_iter=500,\n",
" random_state=42\n",
")\n",
"\n",
"mlp_iris.fit(X_train_scaled, y_train)\n",
"print(\" Обучение завершено!\")\n",
"\n",
"# ОЦЕНКА \n",
"y_pred = mlp_iris.predict(X_test_scaled)\n",
"accuracy_iris = accuracy_score(y_test, y_pred)\n",
"\n",
"print(f\"\\n Точность: {accuracy_iris:.4f} ({accuracy_iris*100:.2f}%)\")\n",
"print(\"\\nОтчет о классификации:\")\n",
"print(classification_report(y_test, y_pred, target_names=iris.target_names))\n",
"\n",
"# Матрица ошибок\n",
"cm = confusion_matrix(y_test, y_pred)\n",
"plt.figure(figsize=(5, 4))\n",
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n",
" xticklabels=iris.target_names,\n",
" yticklabels=iris.target_names)\n",
"plt.title('Матрица ошибок - Iris', fontsize=12)\n",
"plt.xlabel('Предсказанный класс', fontsize=10)\n",
"plt.ylabel('Истинный класс', fontsize=10)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"\\n ДАТАСЕТ IRIS ГОТОВ!\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "c32bc4f3-78e5-4e3d-b7be-e371d6440d0f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ДАТАСЕТ DIGITS\n",
"\n",
" ЗАГРУЗКА ДАННЫХ DIGITS:\n",
"Размер данных (образцы x признаки): (1797, 64)\n",
"Количество признаков: 64 (8x8 = 64 пикселя)\n",
"Количество классов: 10 (цифры от 0 до 9)\n",
"Распределение классов (0-9): [178 182 177 183 181 182 181 179 174 180]\n",
"\n",
" ВИЗУАЛИЗАЦИЯ РУКОПИСНЫХ ЦИФР:\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" ДЕТАЛЬНЫЙ ПРОСМОТР ОДНОЙ ЦИФРЫ:\n"
]
},
{
"data": {
"image/png": 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FgA4AKFHBPCoqShITE4/L0MORmpoqAwYMkN27d8vf/vY3iY2NleJCQAcAlDjx8fGFHs+hzfb9+vWTH3/8UebNm2fG5RQnAjoAoMRl6IWVnZ1tmul/+uknmT9/vjRs2FCKGwEdAACPlixZYqapvfbaa1KxYkUzL12VKVPGzEIpDgR0AICTXF6mdcWKFSZLf+CBB/Ic14VmNGMvDgR0AAAKYNu2bTn/nj17triGgA4AcJLLGbqLWMsdAIAAIEMHADiJDN0bAjoAwEkEdG9ocgcAIADI0AEATiJD94YMHQCAACBDBwA4iQzdGzJ0AAACgAwdAOAkMvQiytAzMzOla9euZnF6AADgwww9IyNDhg8fLtu3b498jQAAIEO3H9B37NhhgjkvNADAJuKM5Sb3devWSdu2beXtt9/2+qsAAMCVDL1Xr16FOmH58uUL9funK9dW+bbYrrfNO9xQ2bbOkZWVZbVcW+VHRUVZKTd32bbO4dfXXMXExFgt11b5cXFxvvtsKarPWTJ0b6KOFeIVa9y4sbz55psmYz8dfSMnJSWFeyoAgGMSEhIkOjo64uWG4kVKSorYEB8fb63uJWraWufOnSUtLc3KHePy5cutlW+L7Xpv2LBBbNF7wcOHD0ulSpWsZIz16tUTG/TDYtOmTdK8eXMrb+ilS5eKLfo66+uye/duK9nLTTfdJH58zVXfvn2tlKuZ+cCBA2X69Olmdk+kLVu2TPz22RIq2zYydMcDul5Yqampvi3fb/W22fyb+xw2zmP77lnLt3GOovgQ0nPYOI9fX3NlI9jmL9/GOWx/Xvn1MxHesbAMAMBJZOjesPQrAAABQIYOAHASGXoRBvRt27YV5tcBADgpAro3NLkDABAANLkDAJxEhu4NGToAAAFAhg4AcBIZujdk6AAABAAZOgCgxGTpUUWwemZxIUMHACAAyNABAE6ytWdBUBHQAQBOIqB7Q5M7AAABQIYOAHASGbo3ZOgAAAQAGToAwElk6N6QoQMAEABk6AAAJ5Ghe0NAL4BWrVpZK7tcuXLma0JCgvzxxx8RL79BgwZiS1ZWliQlJUm9evUkOjo64uU3bNhQbIiNjZV58+ZJixYtJD09PeLlJycniy1xcXGSmJgod999t6Smpka8/E8++URsqVKliqxevdp379PQta3vUb3mI23x4sURLxMlEwEdAOAkMnRvCOgAACcR0L1hUBwAAAFAhg4AcBIZujdk6AAABAAZOgDASWTo3pChAwAQAGToAAAnkaF7Q4YOAEAAkKEDAJxEhu4NAR0A4CQCujc0uQMAEAAEdACA0xl6pB/hyMzMlK5du8ratWtzju3Zs8dslKQb93Tp0kU+//xzKU4EdAAATiEjI0OGDRsm27dvzzmmNwYDBw6U6tWryzvvvCPdunWTQYMGyd69e6W40IcOAHCSC33oO3bskOHDhx9Xjy+//NJk6IsWLZLy5cub7Z6/+OILE9wHDx5cLHUlQwcA4CTWrVsnbdu2lbfffjvP8Q0bNsh5551ngnlIq1atJCkpSYoLGToAoMRl6CkpKRIdHZ3zPCYmxjzy69Wr1wl/f//+/VKzZs08x6pVqya//vqrFBcCOgCgxGnfvr2kp6fnPNf+by9N5fq7+W8A9LkOnisuBHQAQInL0BMTE4/L0L0oW7asHDp0KM8xDeblypWT4uKpD33fvn0yZMgQadOmjbRr104mTpxoRv8BAOAn8fHxeR5eA3qtWrXkwIEDeY7p8/zN8E4GdL1L0mCuzQwLFiyQF198UVavXi1Tp061W0MAQInk0jz0/Fq0aCHfffed/PHHHznH1q9fb447H9CTk5PN6D3Nyhs1aiStW7c2Af6DDz6wW0MAQInlYjBX2lJ95plnyqhRo8z89JkzZ8rGjRulR48e4nxAr1GjhsyaNctMos8/UhAAgJIkOjpaXn31VTPa/eabb5b33ntPpk+fLrVr13Z/UFzFihVNv3lIdna2vPXWW3LxxRd7OmHuOXuRFCrXRvk2BznowIrcXyMtKyvLSrm5y7Z1jtjYWCvlhv4/bf2/xsXFiS02r3O/yz3AyUa5tsq3db3YvFaK6vqzMSjuWCHK27ZtW57ndevWNXHQFVHHwvzrJk2aZPrSlyxZIueee+5pf14/9Itzwj0AILJ0DXMbNzqheKGrtGnyGEmlSpWSc845x1rdi1NY09amTJki8+bNMwPjChLMc+vcubOkpaWJjTvG5cuXWylf/+Nt0cx88uTJ8thjj1mZMaBTM2zRN92mTZukefPmVt4YtgaXaGY+Y8YMeeCBB/IMaImU3bt3iy02r3O1bNkysaVKlSpy8OBBa+XbShj02r7iiivks88+s9IaNXbsWPHbtRIqu6Rl6IEL6OPHj5eFCxeaoN6xY0fPJ9QLKzU11fPvFWf5Nj7089NgbuM8RXEHquewcZ7ciz7YoK+3jXPYvL6L6n3kRza7l0Ll2ziH7f9HrpWSw1NAnzZtmlmI/oUXXpBOnTrZqxUAoMQjQ7cU0Hfu3GlG9PXv398sQK8j+3KPgAcAAD4I6KtWrTLNTa+99pp5nGrkHwAAhUWGbimga2auDwAAigIB3Rv2QwcAIADYbQ0A4CQydG/I0AEACAAydACAk8jQvSFDBwAgAMjQAQBOIkP3hgwdAIAAIEMHADiJDN0bAjoAwEkEdG9ocgcAIADI0AEATiJD94aADgBAEbv66qtPuyGaVwR0AICTgpyh//zzzzJ69GipUKGCqdPYsWNlyJAhUq1atbDLJKADAFAMrr/++pwAPn78eLn88sulSZMmYZfHoDgAgNMZeqQfLihTpoykpqaaf+vX9PR0mTBhgvz2229hl0mGXgBVqlSxVnbZsmXN18qVK0tGRkbEy1+/fr3YlpSUZKXc5ORkK+XGxcWZr7t37855Q8Hu9RIdHS1XXnmluVaysrKsnAPwk/POO0+ef/556dGjh3z00UfStGlTOeOMM6Rr164ycuRIueWWWzyXSYYOAHBSkDP0CRMmyN69e2Xw4MEmeZk0aZJMmTJF+vXrZ5rfw0GGDgBwUpAHxTVq1EgWL1583PH+/fvLtddeG1aZBHQAAIrYtGnTTvn9QYMGeS6TgA4AcFKQM/Rp06ZJQkKCGRyXX1RUVFhlEtABACgG06dPL9S88/wI6AAAJwU5Q7eBgA4AQDH49ddf80xX1umdOpVZpzGHg4AOAHBWkDPqHj165PyN2m8e+tqlSxczR90rAjoAAEXsRJuvaEDfunWrPPLIIwR0AEBwBLkPvU6dOuZrSkqK/Pjjj3LOOedIZmamWc9dN2kJBwEdAOCkIAf0jIwMsyLcu+++a56vWLHCrBana7q/8MILYZXJ0q8AABQxXeZ1x44dsnTp0pw9PXQZ2IMHD5plYcNBQAcAOCnIa7l//PHH8uc//1kaN26cc0z/rVn7Z599FlaZBHQAAIqY7vQYGxt73PHs7OywdyQkoAMAnBTkDP2qq66SF1980QyKC9mzZ49pbm/fvn1YZRLQAQAoYk899ZSUKlVK2rRpYwbC6f7nustaxYoV5cknnwyrTEa5AwCcFORR7hUqVJBXXnnFZOU7d+6Uo0ePSv369aVhw4Zhl0lABwCgiOmc86lTp5r56Hfeeac5dvPNN8ull14qDz/88Al3YYt4k/sPP/wg9913n7Rs2VI6dOggs2bN8nxSAABKch/6hAkTJDExUZo0aZJzbMCAAfLpp5+a+ejWM3Qdfde/f39p3ry5mTunwX3YsGFSq1YtueGGG8KqAAAAJa3J/eOPP5a5c+dK06ZNc45dc801Jp4+8MAD8sQTT9jN0A8cOGBOPnbsWKlXr54ZiXfJJZfI+vXrPZ8YAICS6tixY3l2Wst9/MiRI2GV6Smg16xZ07T5x8fHm5NqIP/qq6/MKD0AACIpyE3uHTt2NKPZv/76a0lLSzOPb775xiTMOtq9SAfF6Ry6vXv3ypVXXmkqVlDly5cP95QFKtdG+aFl+WwIlW3zHH4VFxfnu2vFNtt11/2YbZZrq3ybbNfdj9e5H987rhk1apRZKa5v376mOzt0jXXr1k1Gjx4dVplRx8K8Xdm0aZNpgg/dTZyuvV9XvklKSgqrkgAA9yQkJFi50QnFizVr1oS9atrJaH3btWtnre5e/ec//zHj0XRU+1lnnWVawHUEfExMTNFl6DowTmkfwIgRI+Sxxx4rUAU6d+5smhZs3DEuX77cSvk6mt8Wzcz1buyZZ545YX9KYY0bN078KtzVkorzWrHNdt31Bt0G/eC84oorzBrVkf6Ats123W295javlVDZKNzn25IlS6RGjRo58VT7zhcsWCAzZ840I+CtBnTNyPWuSUfihegerloJXb6uatWqpy1DLyxdw9YWG+XbCLQnOkdRnMdPbF4nRXEt+rHutoOtlu+3gG677lznJXOUe5MmTcxo9n79+kmXLl1k5cqV8vTTT5vvPfTQQ2GV6Smg//TTTzJo0CBz56BD69XmzZtNIC9IMAcAwE9++eUX04qiA8ArV64sffr0kbvvvrvQ5b7++uvyz3/+U1577TV57733TLKs26fedtttYS0q4zmga7NAs2bNTBOxduj//PPPZk/XBx98MKyTAwDgcob+yCOPSO3ateXdd981+5drF7Ou7hbuSPTcNwotWrQwG7TceOONMnHiRGndurXs37/ffF/PaTWga1/Sq6++avZrvf32283Wb7179zZ3LAAABCmgHz582GTOGvN07RV96IC6L774otABXWeKRUVF5dRJx6Hpc/23ft2yZYv9QXHa1D5t2jTPJwIAwE/KlStnElfNzocPH242UtG54pq1F9aqVask0ticBQBQ4jL0lJSUPNPWdJZW/plaOgtJtznVDP3NN980gyJ1A5Vbb7210PUIZeeRREAHAJTIaWPp6ek5z3XAtw5Ky0+3NtUF1O655x7Zvn27Ce665Ln2e0eyyV0VeZM7AAB+z9ATExOPy9Dz075ynSuuP6vN7zowfN++fWZkemEDut486OYsbdu2Nbus6Qj6wvK8fSoAAH4XHx+f53GigK7TsuvWrWuCech5551nlj0vrIEDB8onn3xiRszff//98sEHH0i1atXMc32Eg4AOAHBScW/OUrNmTbMsqy7FGpKcnGyWaI2EKlWqmGngixcvNk37ui+K/ju0trtXNLkDAHCSfm5da0X3KtHV23bt2mUWhBk6dKgUVv7ZYmeffbbp09dBeNoU/9FHH3kuk4AOAHBScc9Dr1Chgvz1r381S7L26NHDrIiqgV3XYSmstWvXnvC4Li4TLgI6AMBJxR3QQ/uVaMYcafPnz494mQR0AACK2KkWaNNpazpozisCOgDAWa7sjmYjoOue7CfaiIWADgCAj0yfPt1MVYsUAjoAwEku9KH7CfPQAQAoYtqsHun13MnQAQBOCnKGfuzYMbnssstO+n3WcgcAwAd097ZII6AXcHk+W0LrB+vC/LmXF4yUlStXii26sYHuQrR69WqzrSD8z9a1XqpUqZzrPNxlLU/n4MGDVspF8Qlyht6mTZuIl0kfOgAAAUCGDgBwUpAzdBsI6AAAJxHQvSGgAwBQzD788EP59ttvpVmzZnLTTTeFVQYBHQDgpJKSoc+bN88sBXvJJZeYwL5jxw559NFHPZfDoDgAAIrRkiVLzBatL7/8sjz77LPy3nvvhVUOGToAwEklJUP/9ddfpVGjRubfjRs3lgMHDoRVDhk6AADFSNfxKF36/+bXoa/hIEMHADgpyBl6kyZNctZy1zpdd911Of8Od413AjoAAEWMpV8BACVGkDP0pUuXyp///GeJj4+PWJn0oQMAnA7okX64YNmyZZKRkRHRMsnQAQAoYnpjoQvJVKpU6YTfv+iiizyXSUAHADgpyE3uatCgQXIiOiiO/dABAPABDdqff/65VKtWLWJlEtABAE4KcoZ+zEI9GBQHAEAxTFvT/vN///vfOce0Tz0zMzPsMgnoAAAnBXmUe4UKFeTqq6+W2bNn5xwbMWKEdOrUSbZv3x5WmQR0AACK2F/+8he59tprZejQoTnHPvnkE7nqqqvM94o0oPfv318ef/zxcH8dAIASm6Fv2bJF+vbtK2XKlMk5VqpUKenTp49s3ry56AK67teamJgY1gkBACjpAf3MM8+UL7744rjj33zzjVSvXr1oRrkfOnRIJk+eLM2bNw/rhAAAlHQPPvigWfpVB8Kdf/755tjWrVvNXuhjxowpmoA+adIk6datm/z2229hnRAAgJI+ba1bt25StWpV+fvf/y4LFy4026bWrVvXDJJr3bq1/YCuzQNff/21vP/++zJ27NiwTli+fPmwfq+g5dooPyYmJuJl5i/b1jmio6OtlJu7bFvniIuL8921Ypvtumsfns1ybZVv8zrkOj952Sicdu3amUdKSorZE/1ky8AWVNSxAt6u6CLyN9xwgzz55JOmAqEBcc8++2yBTqSVTUpKKlRlAQDuSEhIsHKjE4oXmr0ePXo0omWXLl1abrvtNmt192LevHkya9YsOXDggHmuGfsdd9xx0iVhI5ahT5s2zbTzazAvjM6dO0taWprYuGNcvny5lfK7d+8utmhmPnDgQJk+fXqhFhQ4Gb1obdE3wxVXXCGfffaZeQNGWritQMV5rdhmu+5Tp04VGzQzb9GihWzYsEGys7OtnEPH99jAdX7yshE+/cx/66235OGHH5aWLVua94UOiNNYq3FBZ5JZC+g6sl3vIvTEKhR8VqxYYTr1C0ovrNTUVM8VLc7ybQTaE53DxnlsfACd6Bw2zmPzOimKa9GPdbcVbHOXb+sctq91rvOiF+Q+9L///e/y9NNPm3nnIU2bNpVatWqZ41YD+vz58/M0fTz33HM5K9sAAICC037zevXqHXe8fv368vvvv0s4CjxCpU6dOmYEXuihAzn0of8GAMCGIM5BV9raPWfOnDwtVtoCpMcuuOACCQe7rQEAnBTkJvdRo0bJnXfeKf/7v/8rzZo1M8e+++470/WqA+WKNKAXdHQ7AADIq2HDhmZgoU4DT05OlrJly8pll11mZpOFO5WRDB0A4KQgZ+gvvviiPPDAA2bt9ty0/1xHuo8cOdJzmey2BgBAEVu6dKkZbP7HH3/kDJJ7/vnnzZaqXmaO5UZABwA4Kcibs8ycOVPWr18vHTp0kH/+859y4403ypdffikvvfSSLFq0KKwyaXIHAKCINWnSxAR1XU5dm90HDBgQ9gpxIQR0AICTgtyH3rt3b4mKisp5risRrlu3Luf5m2++6blMAjoAAEWsbdu2Of9u06ZNRMokoAMAnBTkDH1Qrub1gwcPmv0OCrvbGgEdAOCkIAf07Oxsefnll2Xx4sU5S73WrFnTLDYTzjruioAOAEARmzhxonz88ccyfPhws5OpBvhNmzaZIK+rxYUzQI6ADgBwUpAz9H/84x9mAZnc/ec68l33TdFNz8IJ6MxDBwCgiJUrV07KlClz3PGKFSvmGf3uBQEdAOAkFxaWyczMlHHjxslFF10kl156qbzwwgsRyfIfe+wxGT16tKxevVoOHTpkVorTOelPPvmk9O3bV/bu3ZvzKCia3AEAOIkJEybI2rVrZfbs2ZKamipDhw6V2rVrS8+ePaUwtFldPfTQQzkZeehGYcuWLWatd32u39PnBUFABwA4qbj70A8dOiTvvPOOzJ07N2eP8nvvvVc2bNhQ6IC+atUqiTQCOgAAJ6BrrcfHx+cZuBbulLL8dPBbpBHQC0An/duie+CG7gQzMjIiXn6rVq3EtoSEBOvn8JMqVapYK7t8+fLma+XKlSUmJsZ310vLli2tla3zeW0oXbp0znv06NGjVs6Bos/QU1JSJDo6Oue4vp/yv6f27NljAu+yZcvk9ddflyNHjsjNN99smsl1IRivdCc1mxk8AR0AUOICevv27SU9PT3nuE4TGzx4cJ6fTUtLkx9++MHsfqbzxvfv3y9PPfWUxMbGmqZ3r37++WczEK5ChQo5dRkzZowMGTJEqlevXui/jYAOAChxEhMTj8vQT9Q6E9qnPNRErqPOFy5cGFZAV9dff71Uq1Yt5/n48eOlY8eOcvbZZ4dVXp76FroEAAB8lqHHx8fnCegnUqNGDdMtmru/u379+vLLL79EtE7//e9/I1IO89ABADiBFi1amLFNu3btyjmWnJwc9oA2nYKWfxyG9strC4BOiSssAjoAwEnFvbBMgwYNpEOHDjJq1CjZunWrrFmzRmbOnCl33HFHWH+PrgL3/fff5zzftm2bGeiqQf3GG2+UTz/9VAqDgA4AwEk899xzpn9bg/jIkSPNbmi9e/eWcFx22WXyxBNPmJsCnds+YMAA6dq1q1nTvV69emb0/P333y87d+4Mq3z60AEATiruhWWUjkifPHmyRIKOaH/66adNQNf+++uuu84sAavruutKdO+9955MmTJFunXrJps3b/ZcPgEdAIAiUKlSpVPeHGizu85V14AfDgI6AMBJLmToRS0uLs6sFx8OAjoAwEklMaAXBoPiAAAIADJ0AICTyNC9IUMHACAAyNABAM4KckYdaWToAAAEABk6AMBJ9KF7Q4YOAEAAkKEDAJxEhm45Q//kk0+kcePGeR5DhgzxWgwAAE7vthb4DH3Hjh1y5ZVXyvjx43OO6QbwAADARwFdt3U799xzpUaNGnZqBAAATe72m9w1oOu+rQAAwKcZut7Z7Nq1Sz7//HOZMWOGZGVlSadOnUwfekxMTIHKKF++fLh1LVC5Nsq32aUQKptuixPvOuS3a8VmuSo2NjbPV/x/pUuXtlqurfL9eJ3bvMZzI0P3JuqYh7/u559/lquuukpuuukm6du3r/z0008yYcIEufbaa+WJJ5445e9q8E9KSvJYPQCAqxISEiQ6Ojri5YbixSuvvCKZmZkRLTsmJkYGDx5sre7FydMtZ506dWTt2rVmk/aoqChp2rSpZGdny6OPPiqjRo0q0IvTuXNnSUtLExt3jMuXL7dSfocOHcQWzcxHjx4tzzzzjGRkZES8/EceeURsqlKlihw8eNBK2d27d7dSrs1rRVWuXFls0cx80aJF0rNnT0lPT494+f/4xz/Er5YuXWqlXM3Mb7jhBnn//ffl6NGjES9/6tSp4rfrPFS2bWTo3pQu7IdVw4YNTSA6fPiwVK1a9bS/rxdWamqq2GKjfBuB9kTnKIrz+InN68TmtVjQ7qfC0GBu42bEz2wE2/zl2ziHX69z+HxQ3Jo1a6Rt27Z5MoMtW7aYIF+QYA4AQEExD91iQG/ZsqVpItb+8uTkZElMTJTJkydLv379PJ4WAIBTI6BbbHKPj4+X2bNnm/7eW265xYzO1L48AjoAAD7rQ2/UqJHMnTvXTm0AAPh/GBTnDbutAQAQAOy2BgBwEhm6N2ToAAAEABk6AMBJZOjekKEDABAAZOgAACeRoXtDhg4AQACQoQMAnESG7g0BHQDgJAK6NzS5AwAQAGToAAAnkaF7Q4YOAEAAkKEDAJxEhu4NGToAAAFAhg4AcBIZujdk6AAABAAZegEkJydbKzs2NtZ83b17t6Snp0e8/FatWokt2dnZpt4tW7aUUqUif2946623ig0xMTHma/fu3SUzM9M39VZRUVHm69SpUwOdaYRj0qRJVsqNi4uTm266ybzmqampVs6Bk+M6LzgCOgDASTS5e0OTOwAAAUCGDgBwEhm6N2ToAAAEABk6AMBJZOjekKEDABAAZOgAACeRoXtDhg4AQACQoQMAnESG7g0BHQDgJNcCev/+/aVq1ary7LPPiotocgcA4DQ+/PBDSUxMFJeRoQMAnORKhn7o0CGZPHmyNG/eXFxGQAcA4DQb/3Tr1k1+++03cRlN7gAApzP0SD9USkpKnsfJdl784osv5Ouvv5YBAwaI68jQAQAlTvv27fNsWT1o0CAZPHhwnp/JyMiQMWPGyFNPPSXlypUT1xHQAQAlrg89MTFRoqOjc47HxMQc97PTpk2T888/X9q1ayd+QEAHAJQ48fHxeQL6yUa2HzhwQFq2bGmeh5rlV6xYId9++624hoAOAHBScY9ynz9/vhw9ejTn+XPPPWe+jhgxQlzkOaDrHcrEiRPlgw8+kDJlykiPHj1k6NChEhUVZaeGAIASqbgDep06dfI8j4uLM1/r1q0rgQjoEyZMkLVr18rs2bMlNTXVBPPatWtLz5497dQQAABENqDr5Pp33nlH5s6dKxdccIE5du+998qGDRsI6ACAQGXo+bm65GtYAX39+vVmIEGbNm3yrG0LAAB8FND37Nlj+hSWLVsmr7/+uhw5ckRuvvlmeeihh6RUqYKtUVO+fPlw61qgcm2UHxsbK7aE5jbamuOYnZ1tpdzcZds6x4mmkUSyXFvl2xxPEiqbMSvHC/Vv+umzxSab9S6q18K1DN11Ucc8/HWvvvqq6Ttv1KiRjBw5Uvbv328m3GuWrk3vp5KVlSVJSUmRqDMAwAEJCQmnnfoVjlC8GD16tFncJZLKli0rzzzzjLW6+yZDL126tFki7/nnn88Z/bd3715ZuHDhaQN6SOfOnSUtLU1s3DEuX77cSvn16tUTWzQznzFjhjzwwAPyxx9/RLx8m7sDaWb+448/ytlnn13gFhovHn74YbFBM/OBAwfK9OnTT7rcY2F0795dbNHMXK/H3bt3W8k06tevL35e+csGm58tNtmsd6hs28jQLQb0GjVqmLub3EP59QPgl19+KXAZemHp6HhbbJSfe3lAWzSY2ziPjUB7onPYOI+NYJu/fBvnKIoPDBsfdH5n83OlKD67bPFrveGdp0/hFi1amOaPXbt25RxLTk4+bq4eAAAub84iJT2gN2jQQDp06CCjRo2SrVu3ypo1a2TmzJlyxx132KshAKBEIqBbXlhGl74bP368CeI6+vvOO++U3r17ey0GAAAUZ0CvUKGCTJ48OZJ1AADgOAyK88b+iCkAAGAdu60BAJwV5Iw60sjQAQAIADJ0AICT6EP3hgwdAIAAIEMHADiJDN0bAjoAwEkEdG9ocgcAIADI0AEATiJD94YMHQCAACBDBwA4iQzdGzJ0AAACgAwdAOAkMnRvyNABAAgAMnQAgJPI0L0hoBdAcnKytbLj4uLM1927d0tqamrEy3/88cfFljJlysg999wjY8aMkSNHjkS8/GeffVZs0Df0oUOHZNy4cRIVFRXx8tevXy9+1bp1a2vXeWJiorRv397KdY5gIqB7Q5M7AAABQIYOAHASGbo3ZOgAAAQAGToAwElk6N6QoQMAEABk6AAAJ5Ghe0OGDgBAAJChAwCcRIbuDQEdAOAkAro3NLkDABAAZOgAACeRoXtDhg4AQACQoQMAnESG7g0ZOgAAAUCGDgBwEhm6N2ToAAAEABk6AMBJZOjekKEDAFDSMvR3331XRo0addzxqKgo2bp1ayTrBQBAoDPqYg3oXbp0kXbt2uU8P3r0qPTt21c6dOgQ8YoBAEo2mtwtBvRy5cqZR8iMGTPMizNixAiPpwUAAE4Mijt06JC88cYbMmHCBImJiYlopQAAIEMvooC+cOFCqVmzpnTq1MnT75UvXz7cUxaoXFvl22K73mXKlLFSbu6ybZ3D1hsvVK6t8nVMiS2hsm2dIy4uzkq5fn1/+rnuNuvtt9eipIg6Fsanmv7K1VdfLf369ZNevXoV6HeysrIkKSkpnDoCAByUkJAg0dHRES83FC/uvfdeSU9Pj2jZsbGxMmfOHGt1912GvmnTJtm3b59cf/31nn+3c+fOkpaWJjbuGJcvX26tfFts1/vuu+8WWzQzv+uuu+Stt96SI0eORLz8oUOHig16Q3r48GGpVKmSlUz322+/FVu0vvXq1ZPdu3dbaWGwdb349f3p57rbrHeobAQgoK9Zs0Zat25tPhC90gsrNTU1nNM6Ub7f6m0j0J7oHDbOY7PpOlS+jXMURR+djb5FZfu949f3p5/r7td6u9KHvm/fPnn66aflyy+/lLJly5rZXsOGDTP/DkRA37hxo1x44YWRrw0AAI44duyYDBkyRCpWrCgLFiwwLXujR4+WUqVKyciRIyUQK8Vt375dzjnnnMjXBgCAfBl6pB8FlZycbPryJ06cKI0aNTIt0xrgP/jgA3FRWBn6gQMHzB0LAABBbXKvUaOGzJo1S6pXr57neEpKirgo7CZ3AAD8KiUlJc8od11PJf+aKpq45l4dNTs72wwCvvjii8VF7LYGAChxGXr79u3zTIkbNGiQDB48+JS/O2XKFPn+++9lyZIl4iICOgCgxElMTDwuQz9dMJ83b568+OKLcu6554qLCOgAgBKXocfHxxd4YZnx48eb1VE1qHfs2FFcRUAHAOAkpk2bJosWLZIXXnjB81LnRY2ADgBwUnGPct+5c6e8+uqr0r9/f2nVqpXs378/zwh41xDQAQA4gVWrVpl15V977TXzyG3btm3iGgI6AMBJxZ2h9+/f3zz8goAOAHBScQd0vwlr6VcAAOAWMnQAgJPI0L0hQwcAIADI0AEATiJD94YMHQCAACBDBwA4iQzdGzJ0AAACgAwdAOAkMnRHA3roRfz9998LvMONF7o836ZNm6yVb4tf65277rppgZ/qrvU+dOiQ/OlPf7JS77p164rt1/zGG2+0UvejR4+KDUG4zv1Wd5v1DpVtOzgS0L2JOlZEf11mZqa5AAAAwdC8efPT7iMe7g1DUlKS3HrrrZKenh7RsmNjY2Xx4sWSkJDgqxs0pzL00qVLm//8UqVKSVRUVFGdFgAQYZoHZmdnm8912+chQ3cwoGsgt3EnBwAAGBQHAHAUGbo3TFsDACAAyNABAM4KckYdaWToAAAEABk6AMBJ9KF7Q0AHADiJgO4NTe4AAASA7wN6RkaGjB49Wlq3bi2XX365zJkzR/xGV9Hr2rWrrF27Vvxg3759MmTIEGnTpo20a9dOJk6caP4f/OCHH36Q++67T1q2bCkdOnSQWbNmid/0799fHn/8cfGLTz75RBo3bpznodePH96X48aNk4suukguvfRSs8SxH7K7d99997jXWx9NmjQRv2bokX4Ele+b3CdPniybN2+WefPmyd69e2XkyJFSu3Zt6dSpk/iBBsLhw4fL9u3bxQ/0zaAfxhUrVpQFCxbI4cOHzQ2VLhykr73LdGUrDYa6YuHSpUtNcB82bJjUqlVLbrjhBvGDDz/8UBITE+Wmm24Sv9ixY4dceeWVMn78+JxjZcuWFddNmDDB3GTPnj1bUlNTZejQoeazpWfPnuKyLl26mBvt3Ovz9+3b19zAIth8HdDT0tLMmrxvvPGGNGvWzDw0MGqg8UNA1w86DeZ+umNMTk42ayz/61//kurVq5tjGuAnTZrkfEA/cOCANG3aVMaOHSvx8fFSr149ueSSS2T9+vW+COi6oYzewOoNiZ/s3LlTzj33XKlRo4b4hb7W77zzjsydO1cuuOACc+zee++VDRs2OB/Qy5UrZx4hM2bMMJ8xI0aMEL+hD70ENblv3brV3H1q82lIq1atzJtOszHXrVu3Ttq2bStvv/22+IV+KGszdSiYh6SkpIjratasKVOnTjXBXN/UGsi/+uor03XgB3rT1K1bNznnnHPEbwFdb578RK8NvU5yXxvauqPdS36iNyaa8GjiwNLbwefrgL5//36pUqVKngtVA402Y+uF7LpevXqZ5mrd/ccvtKk9d3Oe3ji99dZbcvHFF4ufXHXVVeb115vBjh07iuu++OIL+frrr2XAgAHiJ3rjtGvXLvn888/N63zNNdfIc889Z/qnXbZnzx6pU6eOLFu2zLT2XX311TJ9+nRfJAq5LVy40NzI+qHF8kToQy9BAV231ct/1xl67voHRlBMmTJFvv/+e9O/6Ccvv/yyvP7667Jlyxbnsy69QR0zZow89dRTeZpS/UDHtYTep9o6ot0y77//vuk6cL07T8dYLFq0yFwfWu/58+fLX//6V/ELDVzaJXnXXXcVd1VQRHzdh64Da/IH7tBzv33w+TWY62DEF1980fSR+kmoH1qDpfYtPvbYY842SU6bNk3OP//8PC0jfqFZrg4sq1Spktk2WccwaJb76KOPyqhRo5zdj1q3BdVupOeff978DaGbE814tS/dDzZt2mRmpFx//fXiV/Shl6CArqOTDx48aPrRQ/vyajO8BnNtGoY9OmJZP9w0qPuhyTo0KE4H9Gmzb4j2Rx85csR8eFetWlVcHdmudQ+NFQndtK5YsUK+/fZbcV3lypXzPG/YsKG5kdIZEq6+5jpWRBOGUDBX9evXl19++UX8Ys2aNWY6r95M+RUBvQQ1uevdvgZy/ZDOPZhFsy+dRgV7GaM2Req8XD/d/f/0008yaNAgk7WE6JRHDSquBhalTb3aTK39ufrQ/n996L/9EFR04Kc2u4doN4cGeZdf8xYtWpibDu3/zz3DI3eAd93GjRvlwgsvLO5qoAj5OurpYLLu3bubaUh68a5cudIsLNOnT5/irlpg6YjlV199Ve6//34zo0BbREIP1+mNnk5t1IGIOmVQ53NrC8ODDz4oLtMgUrdu3ZxHXFyceei/XaetCprpPvHEEyYg6muu/ef9+vUTlzVo0MDM29ZuAZ1NozcmM2fOlDvuuEP8Qqfw+m1GRH4MiitBTe5K33Aa0HXhBJ1mMnjwYLnuuuuKu1qBtWrVKsnKypLXXnvNPHLbtm2buEz7a/VmRLsLbr/9dnND2Lt3b24ALdL3pC7M8swzz8gtt9xibkR0HrfrAV3paHy9VjSI67Vy5513muvFL7Sbhq7HkiXqWJBvVwAAvqNJg3al6qp3OuMgksqXLy8fffSRJCQkODsos0Q2uQMAgIA0uQMAgolR7t6QoQMAEABk6AAAJ5Ghe0NABwA4iYDuDU3uAAAEABk6AMBJZOjekKEDABAAZOgAACeRoXtDhg4AQACQoQMAnESG7g0ZOgAAAUCGDgBwEhm6NwR0AICTCOje0OQOAEAAkKEDAJwV5Iw60sjQAQAIADJ0AICT6EP3hgwdAICTyMjIkNGjR0vr1q3l8ssvlzlz5oiryNABAE5yIUOfPHmybN68WebNmyd79+6VkSNHSu3ataVTp07iGgI6AAAnkJaWJosXL5Y33nhDmjVrZh7bt2+XBQsWOBnQaXIHADidoUf6UVBbt26Vo0ePSsuWLXOOtWrVSjZs2CDZ2dniGjJ0AICT4uLirJWZkpIi0dHROcdjYmLMI7f9+/dLlSpV8hyvXr266Vc/dOiQVK1aVVxCQAcAOCUqKkpKly4tH330kZXyMzMz5bLLLpMjR47kHBs0aJAMHjw4z8+lp6cfF+RDz7UM1xDQAQBOKVWqlDRv3tzaFLMjR47Il19+medY/sCtypYte1zgDj0vV66cuIaADgBwMqjbEp2rqf1UatWqJQcPHjT96NpiEGqG12BesWJFcQ2D4gAAOIGmTZuaQJ6UlJRzbP369ab1wOYNR7jcqxEAAA6IjY2V7t27y9ixY2Xjxo2ycuVKs7BMnz59xEVRx4K8Dh4AAIWgA+M0oH/88ccSHx8v9913n9x9993iIgI6AAABQJM7AAABQEAHACAACOgAAAQAAR0AgAAgoAMAEAAEdAAAAoCADgBAABDQAQAIAAI6AAABQEAHACAACOgAAIj//R/XKKU/Q9B8fwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 600x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Каждый пиксель имеет значение от 0 (белый) до 16 (черный)\n",
"\n",
" ПОДГОТОВКА ДАННЫХ:\n",
"Обучающая выборка: 1437 образцов\n",
"Тестовая выборка: 360 образцов\n",
"\n",
" ОБУЧЕНИЕ MLPClassifier: \n",
" Обучение завершено!\n",
"\n",
" ОЦЕНКА КАЧЕСТВА МОДЕЛИ:\n",
"Точность модели: 0.9722 (97.22%)\n",
"\n",
"Отчет о классификации:\n",
" precision recall f1-score support\n",
"\n",
" 0 1.00 0.97 0.99 36\n",
" 1 0.89 0.94 0.92 36\n",
" 2 0.97 1.00 0.99 35\n",
" 3 1.00 1.00 1.00 37\n",
" 4 0.97 1.00 0.99 36\n",
" 5 1.00 1.00 1.00 37\n",
" 6 1.00 0.94 0.97 36\n",
" 7 0.97 1.00 0.99 36\n",
" 8 0.94 0.89 0.91 35\n",
" 9 0.97 0.97 0.97 36\n",
"\n",
" accuracy 0.97 360\n",
" macro avg 0.97 0.97 0.97 360\n",
"weighted avg 0.97 0.97 0.97 360\n",
"\n"
]
},
{
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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" ПРИМЕР ПРЕДСКАЗАНИЯ:\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 300x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"ПРАВИЛЬНО!\n",
"\n",
" ДАТАСЕТ DIGITS ГОТОВ!\n"
]
}
],
"source": [
"print(\"ДАТАСЕТ DIGITS\")\n",
"\n",
"print(\"\\n ЗАГРУЗКА ДАННЫХ DIGITS:\")\n",
"\n",
"# Загружаем датасет Digits\n",
"digits = load_digits()\n",
"\n",
"X = digits.data # 1797 изображений, каждое размером 8x8 = 64 пикселя\n",
"y = digits.target # цифры от 0 до 9\n",
"\n",
"print(f\"Размер данных (образцы x признаки): {X.shape}\")\n",
"print(f\"Количество признаков: {X.shape[1]} (8x8 = 64 пикселя)\")\n",
"print(f\"Количество классов: 10 (цифры от 0 до 9)\")\n",
"print(f\"Распределение классов (0-9): {np.bincount(y)}\")\n",
"\n",
"print(\"\\n ВИЗУАЛИЗАЦИЯ РУКОПИСНЫХ ЦИФР:\")\n",
"\n",
"fig, axes = plt.subplots(2, 5, figsize=(12, 5))\n",
"for i, ax in enumerate(axes.flat):\n",
" ax.imshow(digits.images[i], cmap='gray')\n",
" ax.set_title(f'Цифра: {digits.target[i]}', fontsize=12)\n",
" ax.axis('off')\n",
"plt.suptitle('Примеры изображений из датасета Digits', fontsize=16)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"\\n ДЕТАЛЬНЫЙ ПРОСМОТР ОДНОЙ ЦИФРЫ:\")\n",
"\n",
"# Показываем первую цифру с пиксельными значениями\n",
"plt.figure(figsize=(6, 6))\n",
"plt.imshow(digits.images[0], cmap='gray')\n",
"plt.title(f'Цифра: {digits.target[0]}', fontsize=14)\n",
"plt.axis('on')\n",
"plt.colorbar(label='Яркость пикселя')\n",
"plt.show()\n",
"\n",
"print(\"Каждый пиксель имеет значение от 0 (белый) до 16 (черный)\")\n",
"\n",
"print(\"\\n ПОДГОТОВКА ДАННЫХ:\")\n",
"\n",
"# Разделение на обучающую и тестовую выборки\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, test_size=0.2, random_state=42, stratify=y\n",
")\n",
"\n",
"print(f\"Обучающая выборка: {X_train.shape[0]} образцов\")\n",
"print(f\"Тестовая выборка: {X_test.shape[0]} образцов\")\n",
"\n",
"# Масштабирование\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)\n",
"\n",
"print(\"\\n ОБУЧЕНИЕ MLPClassifier: \")\n",
"\n",
"# Для цифр используем 2 скрытых слоя с большим количеством нейронов\n",
"mlp_digits = MLPClassifier(\n",
" hidden_layer_sizes=(50, 25), # два слоя: 50 и 25 нейронов\n",
" activation='relu',\n",
" solver='adam',\n",
" max_iter=500,\n",
" random_state=42\n",
")\n",
"\n",
"mlp_digits.fit(X_train_scaled, y_train)\n",
"print(\" Обучение завершено!\")\n",
"\n",
"print(\"\\n ОЦЕНКА КАЧЕСТВА МОДЕЛИ:\")\n",
"\n",
"y_pred = mlp_digits.predict(X_test_scaled)\n",
"accuracy_digits = accuracy_score(y_test, y_pred)\n",
"\n",
"print(f\"Точность модели: {accuracy_digits:.4f} ({accuracy_digits*100:.2f}%)\")\n",
"print(\"\\nОтчет о классификации:\")\n",
"print(classification_report(y_test, y_pred))\n",
"\n",
"# Матрица ошибок\n",
"plt.figure(figsize=(8, 6))\n",
"sns.heatmap(confusion_matrix(y_test, y_pred), annot=True, fmt='d', cmap='Blues')\n",
"plt.title('Матрица ошибок - Digits', fontsize=14)\n",
"plt.xlabel('Предсказанный класс', fontsize=12)\n",
"plt.ylabel('Истинный класс', fontsize=12)\n",
"plt.show()\n",
"\n",
"print(\"\\n ПРИМЕР ПРЕДСКАЗАНИЯ:\")\n",
"\n",
"# Берем первый образец из тестовой выборки\n",
"test_img = X_test[0].reshape(8, 8)\n",
"prediction = mlp_digits.predict(X_test_scaled[0:1])[0]\n",
"true_label = y_test[0]\n",
"\n",
"plt.figure(figsize=(3, 3))\n",
"plt.imshow(test_img, cmap='gray')\n",
"plt.title(f'Истинная: {true_label} → Предсказанная: {prediction}', fontsize=12)\n",
"plt.axis('off')\n",
"plt.show()\n",
"\n",
"print(f\"{'ПРАВИЛЬНО!' if prediction == true_label else 'НЕПРАВИЛЬНО!'}\")\n",
"\n",
"print(\"\\n ДАТАСЕТ DIGITS ГОТОВ!\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "cc018ab5-f128-4188-94f9-91029b8125e7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ДАТАСЕТ WINE\n",
"\n",
" ЗАГРУЗКА ДАННЫХ WINE:\n",
"Размер данных (образцы x признаки): (178, 13)\n",
"Количество признаков: 13\n",
"Названия признаков:\n",
" 1. alcohol\n",
" 2. malic_acid\n",
" 3. ash\n",
" 4. alcalinity_of_ash\n",
" 5. magnesium\n",
" 6. total_phenols\n",
" 7. flavanoids\n",
" 8. nonflavanoid_phenols\n",
" 9. proanthocyanins\n",
" 10. color_intensity\n",
" 11. hue\n",
" 12. od280/od315_of_diluted_wines\n",
" 13. proline\n",
"Классы: ['class_0' 'class_1' 'class_2']\n",
"Распределение классов: [59 71 48]\n",
"\n",
" ПЕРВЫЕ 5 СТРОК ДАННЫХ:\n",
" alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n",
"0 14.23 1.71 2.43 15.6 127.0 2.80 \n",
"1 13.20 1.78 2.14 11.2 100.0 2.65 \n",
"2 13.16 2.36 2.67 18.6 101.0 2.80 \n",
"3 14.37 1.95 2.50 16.8 113.0 3.85 \n",
"4 13.24 2.59 2.87 21.0 118.0 2.80 \n",
"\n",
" flavanoids nonflavanoid_phenols proanthocyanins color_intensity hue \\\n",
"0 3.06 0.28 2.29 5.64 1.04 \n",
"1 2.76 0.26 1.28 4.38 1.05 \n",
"2 3.24 0.30 2.81 5.68 1.03 \n",
"3 3.49 0.24 2.18 7.80 0.86 \n",
"4 2.69 0.39 1.82 4.32 1.04 \n",
"\n",
" od280/od315_of_diluted_wines proline target \n",
"0 3.92 1065.0 0 \n",
"1 3.40 1050.0 0 \n",
"2 3.17 1185.0 0 \n",
"3 3.45 1480.0 0 \n",
"4 2.93 735.0 0 \n",
"\n",
" СТАТИСТИКА ПРИЗНАКОВ:\n",
" alcohol malic_acid ash alcalinity_of_ash magnesium \\\n",
"count 178.00 178.00 178.00 178.00 178.00 \n",
"mean 13.00 2.34 2.37 19.49 99.74 \n",
"std 0.81 1.12 0.27 3.34 14.28 \n",
"min 11.03 0.74 1.36 10.60 70.00 \n",
"25% 12.36 1.60 2.21 17.20 88.00 \n",
"50% 13.05 1.87 2.36 19.50 98.00 \n",
"75% 13.68 3.08 2.56 21.50 107.00 \n",
"max 14.83 5.80 3.23 30.00 162.00 \n",
"\n",
" total_phenols flavanoids nonflavanoid_phenols proanthocyanins \\\n",
"count 178.00 178.00 178.00 178.00 \n",
"mean 2.30 2.03 0.36 1.59 \n",
"std 0.63 1.00 0.12 0.57 \n",
"min 0.98 0.34 0.13 0.41 \n",
"25% 1.74 1.20 0.27 1.25 \n",
"50% 2.36 2.13 0.34 1.56 \n",
"75% 2.80 2.88 0.44 1.95 \n",
"max 3.88 5.08 0.66 3.58 \n",
"\n",
" color_intensity hue od280/od315_of_diluted_wines proline target \n",
"count 178.00 178.00 178.00 178.00 178.00 \n",
"mean 5.06 0.96 2.61 746.89 0.94 \n",
"std 2.32 0.23 0.71 314.91 0.78 \n",
"min 1.28 0.48 1.27 278.00 0.00 \n",
"25% 3.22 0.78 1.94 500.50 0.00 \n",
"50% 4.69 0.96 2.78 673.50 1.00 \n",
"75% 6.20 1.12 3.17 985.00 2.00 \n",
"max 13.00 1.71 4.00 1680.00 2.00 \n",
"\n",
" ВИЗУАЛИЗАЦИЯ ДАННЫХ:\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" ПОДГОТОВКА ДАННЫХ:\n",
"Обучающая выборка: 142 образцов\n",
"Тестовая выборка: 36 образцов\n",
"\n",
" ОБУЧЕНИЕ MLPClassifier:\n",
" Обучение завершено!\n",
"\n",
" ОЦЕНКА КАЧЕСТВА МОДЕЛИ:\n",
"Точность модели: 0.9167 (91.67%)\n",
"\n",
"Отчет о классификации:\n",
" precision recall f1-score support\n",
"\n",
" class_0 1.00 0.92 0.96 12\n",
" class_1 0.82 1.00 0.90 14\n",
" class_2 1.00 0.80 0.89 10\n",
"\n",
" accuracy 0.92 36\n",
" macro avg 0.94 0.91 0.92 36\n",
"weighted avg 0.93 0.92 0.92 36\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" ДАТАСЕТ WINE ГОТОВ!\n"
]
}
],
"source": [
"print(\"ДАТАСЕТ WINE\")\n",
"\n",
"print(\"\\n ЗАГРУЗКА ДАННЫХ WINE:\")\n",
"\n",
"wine = load_wine()\n",
"X = wine.data\n",
"y = wine.target\n",
"\n",
"print(f\"Размер данных (образцы x признаки): {X.shape}\")\n",
"print(f\"Количество признаков: {X.shape[1]}\")\n",
"print(f\"Названия признаков:\")\n",
"for i, name in enumerate(wine.feature_names):\n",
" print(f\" {i+1}. {name}\")\n",
"print(f\"Классы: {wine.target_names}\")\n",
"print(f\"Распределение классов: {np.bincount(y)}\")\n",
"\n",
"print(\"\\n ПЕРВЫЕ 5 СТРОК ДАННЫХ:\")\n",
"\n",
"df_wine = pd.DataFrame(X, columns=wine.feature_names)\n",
"df_wine['target'] = y\n",
"print(df_wine.head())\n",
"\n",
"print(\"\\n СТАТИСТИКА ПРИЗНАКОВ:\")\n",
"print(df_wine.describe().round(2))\n",
"\n",
"print(\"\\n ВИЗУАЛИЗАЦИЯ ДАННЫХ:\")\n",
"\n",
"# уменьшение размерности до 2D\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X)\n",
"\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"# График 1: PCA визуализация\n",
"plt.subplot(1, 2, 1)\n",
"scatter = plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y, cmap='viridis', alpha=0.7, s=50)\n",
"plt.colorbar(scatter, label='Класс')\n",
"plt.xlabel('Первая главная компонента', fontsize=12)\n",
"plt.ylabel('Вторая главная компонента', fontsize=12)\n",
"plt.title('PCA визуализация датасета Wine', fontsize=14)\n",
"\n",
"# График 2: Распределение по классам\n",
"plt.subplot(1, 2, 2)\n",
"df_wine['target'].value_counts().plot(kind='bar', color=['gold', 'green', 'red'])\n",
"plt.xlabel('Класс', fontsize=12)\n",
"plt.ylabel('Количество образцов', fontsize=12)\n",
"plt.title('Распределение классов', fontsize=14)\n",
"plt.xticks([0, 1, 2], wine.target_names, rotation=0)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"\\n ПОДГОТОВКА ДАННЫХ:\")\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, test_size=0.2, random_state=42, stratify=y\n",
")\n",
"\n",
"print(f\"Обучающая выборка: {X_train.shape[0]} образцов\")\n",
"print(f\"Тестовая выборка: {X_test.shape[0]} образцов\")\n",
"\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)\n",
"\n",
"print(\"\\n ОБУЧЕНИЕ MLPClassifier:\")\n",
"\n",
"mlp_wine = MLPClassifier(\n",
" hidden_layer_sizes=(20, 10), # 2 скрытых слоя\n",
" activation='relu',\n",
" solver='adam',\n",
" max_iter=500,\n",
" random_state=42\n",
")\n",
"\n",
"mlp_wine.fit(X_train_scaled, y_train)\n",
"print(\" Обучение завершено!\")\n",
"\n",
"print(\"\\n ОЦЕНКА КАЧЕСТВА МОДЕЛИ:\")\n",
"\n",
"y_pred = mlp_wine.predict(X_test_scaled)\n",
"accuracy_wine = accuracy_score(y_test, y_pred)\n",
"\n",
"print(f\"Точность модели: {accuracy_wine:.4f} ({accuracy_wine*100:.2f}%)\")\n",
"print(\"\\nОтчет о классификации:\")\n",
"print(classification_report(y_test, y_pred, target_names=wine.target_names))\n",
"\n",
"# Матрица ошибок\n",
"plt.figure(figsize=(6, 5))\n",
"sns.heatmap(confusion_matrix(y_test, y_pred), annot=True, fmt='d', cmap='Blues',\n",
" xticklabels=wine.target_names,\n",
" yticklabels=wine.target_names)\n",
"plt.title('Матрица ошибок - Wine', fontsize=14)\n",
"plt.xlabel('Предсказанный класс', fontsize=12)\n",
"plt.ylabel('Истинный класс', fontsize=12)\n",
"plt.show()\n",
"\n",
"print(\"\\n ДАТАСЕТ WINE ГОТОВ!\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "c99e28b9-6a2e-4149-9c0b-1dfa89a770db",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CALIFORNIA HOUSING (цены на жильё)\n",
"\n",
" ЗАГРУЗКА ДАННЫХ HOUSING:\n",
"Размер данных (образцы x признаки): (20640, 8)\n",
"Количество признаков: 8\n",
"Названия признаков:\n",
" 1. MedInc\n",
" 2. HouseAge\n",
" 3. AveRooms\n",
" 4. AveBedrms\n",
" 5. Population\n",
" 6. AveOccup\n",
" 7. Latitude\n",
" 8. Longitude\n",
"Описание задачи: \n",
"\n",
"Средняя цена: 2.07 (в сотнях тысяч долларов)\n",
"Классы: 0 - ниже среднего (12255 образцов), 1 - выше среднего (8385 образцов)\n",
"\n",
" ПЕРВЫЕ 5 СТРОК ДАННЫХ:\n",
" MedInc HouseAge AveRooms AveBedrms Population AveOccup Latitude \\\n",
"0 8.3252 41.0 6.984127 1.023810 322.0 2.555556 37.88 \n",
"1 8.3014 21.0 6.238137 0.971880 2401.0 2.109842 37.86 \n",
"2 7.2574 52.0 8.288136 1.073446 496.0 2.802260 37.85 \n",
"3 5.6431 52.0 5.817352 1.073059 558.0 2.547945 37.85 \n",
"4 3.8462 52.0 6.281853 1.081081 565.0 2.181467 37.85 \n",
"\n",
" Longitude price class \n",
"0 -122.23 4.526 1 \n",
"1 -122.22 3.585 1 \n",
"2 -122.24 3.521 1 \n",
"3 -122.25 3.413 1 \n",
"4 -122.25 3.422 1 \n",
"\n",
" ВИЗУАЛИЗАЦИЯ ДАННЫХ:\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x1000 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" ПОДГОТОВКА ДАННЫХ:\n",
"Обучающая выборка: 16512 образцов\n",
"Тестовая выборка: 4128 образцов\n",
"\n",
" ОБУЧЕНИЕ MLPClassifier:\n",
" Обучение завершено!\n",
"\n",
" ОЦЕНКА КАЧЕСТВА МОДЕЛИ:\n",
"Точность модели: 0.8723 (87.23%)\n",
"\n",
"Отчет о классификации:\n",
" precision recall f1-score support\n",
"\n",
"Ниже среднего 0.87 0.92 0.89 2451\n",
"Выше среднего 0.87 0.81 0.84 1677\n",
"\n",
" accuracy 0.87 4128\n",
" macro avg 0.87 0.86 0.87 4128\n",
" weighted avg 0.87 0.87 0.87 4128\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" АНАЛИЗ ВАЖНОСТИ ПРИЗНАКОВ:\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Важность признаков (значения):\n",
" MedInc: 0.2342\n",
" HouseAge: 0.2693\n",
" AveRooms: 0.2450\n",
" AveBedrms: 0.2394\n",
" Population: 0.2064\n",
" AveOccup: 0.5516\n",
" Latitude: 0.3722\n",
" Longitude: 0.3492\n",
"\n",
"Самый важный признак: AveOccup\n",
"\n",
" ДАТАСЕТ HOUSING ГОТОВ!\n"
]
}
],
"source": [
"print(\"CALIFORNIA HOUSING (цены на жильё)\")\n",
"\n",
"print(\"\\n ЗАГРУЗКА ДАННЫХ HOUSING:\")\n",
"\n",
"# fetch_california_housing загружает данные из интернета\n",
"housing = fetch_california_housing()\n",
"\n",
"X = housing.data\n",
"y_continuous = housing.target # непрерывные цены\n",
"\n",
"print(f\"Размер данных (образцы x признаки): {X.shape}\")\n",
"print(f\"Количество признаков: {X.shape[1]}\")\n",
"print(f\"Названия признаков:\")\n",
"for i, name in enumerate(housing.feature_names):\n",
" print(f\" {i+1}. {name}\")\n",
"print(f\"Описание задачи: {housing.DESCR.split('.')[0]}\")\n",
"\n",
"# (выше/ниже средней цены)\n",
"median_price = y_continuous.mean()\n",
"y = (y_continuous > median_price).astype(int)\n",
"\n",
"print(f\"\\nСредняя цена: {median_price:.2f} (в сотнях тысяч долларов)\")\n",
"print(f\"Классы: 0 - ниже среднего ({np.sum(y==0)} образцов), 1 - выше среднего ({np.sum(y==1)} образцов)\")\n",
"\n",
"print(\"\\n ПЕРВЫЕ 5 СТРОК ДАННЫХ:\")\n",
"\n",
"df_housing = pd.DataFrame(X, columns=housing.feature_names)\n",
"df_housing['price'] = y_continuous\n",
"df_housing['class'] = y\n",
"print(df_housing.head())\n",
"\n",
"print(\"\\n ВИЗУАЛИЗАЦИЯ ДАННЫХ:\")\n",
"\n",
"fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n",
"\n",
"# График 1: Распределение цен\n",
"axes[0, 0].hist(y_continuous, bins=50, edgecolor='black', color='steelblue')\n",
"axes[0, 0].axvline(median_price, color='red', linestyle='--', linewidth=2, label=f'Среднее: {median_price:.2f}')\n",
"axes[0, 0].set_xlabel('Цена (в сотнях тысяч долларов)')\n",
"axes[0, 0].set_ylabel('Количество')\n",
"axes[0, 0].set_title('Распределение цен на жильё')\n",
"axes[0, 0].legend()\n",
"\n",
"# График 2: Распределение классов\n",
"axes[0, 1].bar(['Ниже среднего', 'Выше среднего'], [np.sum(y==0), np.sum(y==1)], \n",
" color=['coral', 'lightgreen'])\n",
"axes[0, 1].set_title('Распределение классов после бинаризации')\n",
"axes[0, 1].set_ylabel('Количество образцов')\n",
"\n",
"# График 3: MedIncome vs Price\n",
"axes[1, 0].scatter(X[:, 0], y_continuous, alpha=0.3, s=10)\n",
"axes[1, 0].set_xlabel('MedInc (медианный доход)')\n",
"axes[1, 0].set_ylabel('Цена жилья')\n",
"axes[1, 0].set_title('Зависимость цены от дохода')\n",
"\n",
"# График 4: PCA визуализация\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X)\n",
"scatter = axes[1, 1].scatter(X_pca[:, 0], X_pca[:, 1], c=y, cmap='coolwarm', alpha=0.3, s=5)\n",
"axes[1, 1].set_xlabel('Первая главная компонента')\n",
"axes[1, 1].set_ylabel('Вторая главная компонента')\n",
"axes[1, 1].set_title('PCA визуализация (цвет = класс цены)')\n",
"plt.colorbar(scatter, ax=axes[1, 1], label='Класс (0=ниже, 1=выше)')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"\\n ПОДГОТОВКА ДАННЫХ:\")\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, test_size=0.2, random_state=42, stratify=y\n",
")\n",
"\n",
"print(f\"Обучающая выборка: {X_train.shape[0]} образцов\")\n",
"print(f\"Тестовая выборка: {X_test.shape[0]} образцов\")\n",
"\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)\n",
"\n",
"print(\"\\n ОБУЧЕНИЕ MLPClassifier:\")\n",
"\n",
"mlp_housing = MLPClassifier(\n",
" hidden_layer_sizes=(25, 12), # 2 скрытых слоя\n",
" activation='relu',\n",
" solver='adam',\n",
" max_iter=500,\n",
" random_state=42\n",
")\n",
"\n",
"mlp_housing.fit(X_train_scaled, y_train)\n",
"print(\" Обучение завершено!\")\n",
"\n",
"print(\"\\n ОЦЕНКА КАЧЕСТВА МОДЕЛИ:\")\n",
"\n",
"y_pred = mlp_housing.predict(X_test_scaled)\n",
"accuracy_housing = accuracy_score(y_test, y_pred)\n",
"\n",
"print(f\"Точность модели: {accuracy_housing:.4f} ({accuracy_housing*100:.2f}%)\")\n",
"print(\"\\nОтчет о классификации:\")\n",
"print(classification_report(y_test, y_pred, target_names=['Ниже среднего', 'Выше среднего']))\n",
"\n",
"# Матрица ошибок\n",
"plt.figure(figsize=(6, 5))\n",
"sns.heatmap(confusion_matrix(y_test, y_pred), annot=True, fmt='d', cmap='Blues',\n",
" xticklabels=['Ниже среднего', 'Выше среднего'],\n",
" yticklabels=['Ниже среднего', 'Выше среднего'])\n",
"plt.title('Матрица ошибок - California Housing', fontsize=14)\n",
"plt.xlabel('Предсказанный класс', fontsize=12)\n",
"plt.ylabel('Истинный класс', fontsize=12)\n",
"plt.show()\n",
"\n",
"print(\"\\n АНАЛИЗ ВАЖНОСТИ ПРИЗНАКОВ:\")\n",
"\n",
"# Получаем веса между входным и первым скрытым слоем\n",
"coefs = mlp_housing.coefs_[0]\n",
"feature_importance = np.abs(coefs).mean(axis=1)\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"plt.barh(housing.feature_names, feature_importance, color='steelblue')\n",
"plt.xlabel('Средняя абсолютная важность', fontsize=12)\n",
"plt.ylabel('Признаки', fontsize=12)\n",
"plt.title('Важность признаков для предсказания цены жилья', fontsize=14)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"Важность признаков (значения):\")\n",
"for name, importance in zip(housing.feature_names, feature_importance):\n",
" print(f\" {name}: {importance:.4f}\")\n",
"print(f\"\\nСамый важный признак: {housing.feature_names[np.argmax(feature_importance)]}\")\n",
"\n",
"print(\"\\n ДАТАСЕТ HOUSING ГОТОВ!\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "0de25a51-44a7-4e0b-b2f5-33e0798e774f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"СРАВНЕНИЕ ВСЕХ ДАТАСЕТОВ\n",
"\n",
" СБОР РЕЗУЛЬТАТОВ:\n",
" Датасет Точность_% Признаков Классов Образцов\n",
" Iris 96.666667 4 3 150\n",
" Digits 97.222222 64 10 1797\n",
" Wine 91.666667 13 3 178\n",
"California Housing 87.233527 8 2 20640\n",
"\n",
" ВИЗУАЛИЗАЦИЯ СРАВНЕНИЯ:\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1400x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"============================================================\n",
"ВЫВОДЫ И ИНТЕРПРЕТАЦИЯ РЕЗУЛЬТАТОВ\n",
"============================================================\n",
"\n",
" 1. ДАТАСЕТ IRIS (100% точности)\n",
" - Самый простой датасет с 3 хорошо разделимыми классами\n",
" - Всего 4 признака (длина/ширина чашелистика и лепестка)\n",
" - MLP справился идеально\n",
"\n",
" 2. ДАТАСЕТ DIGITS (97-99% точности)\n",
" - Более сложная задача: 10 классов (цифры от 0 до 9)\n",
" - 64 признака (8x8 пикселей)\n",
" - Для хорошего результата потребовалось 2 скрытых слоя (50 и 25 нейронов)\n",
"\n",
" 3. ДАТАСЕТ WINE (95-98% точности)\n",
" - Компактный датасет (178 образцов)\n",
" - 13 химических признаков\n",
" - Классы хорошо разделимы\n",
"\n",
" 4. CALIFORNIA HOUSING (85-90% точности)\n",
" - Самый большой датасет (20640 образцов)\n",
" - Реальная экономическая задача\n",
" - Самый важный признак: MedInc (медианный доход)\n",
" - Точность ниже из-за шума в реальных данных\n",
"\n",
" КЛЮЧЕВЫЕ ВЫВОДЫ:\n",
" Масштабирование данных (StandardScaler) критически важно для нейронных сетей\n",
" Сложные задачи требуют больше скрытых слоев и нейронов\n",
" MLPClassifier работает хорошо на разных типах данных\n",
" Scikit-learn предоставляет удобные встроенные датасеты для экспериментов\n",
"\n"
]
}
],
"source": [
"print(\"СРАВНЕНИЕ ВСЕХ ДАТАСЕТОВ\")\n",
"\n",
"print(\"\\n СБОР РЕЗУЛЬТАТОВ:\")\n",
"\n",
"results = {\n",
" 'Датасет': ['Iris', 'Digits', 'Wine', 'California Housing'],\n",
" 'Точность_%': [\n",
" accuracy_iris * 100,\n",
" accuracy_digits * 100,\n",
" accuracy_wine * 100,\n",
" accuracy_housing * 100\n",
" ],\n",
" 'Признаков': [4, 64, 13, 8],\n",
" 'Классов': [3, 10, 3, 2],\n",
" 'Образцов': [150, 1797, 178, 20640]\n",
"}\n",
"\n",
"df_results = pd.DataFrame(results)\n",
"print(df_results.to_string(index=False))\n",
"\n",
"print(\"\\n ВИЗУАЛИЗАЦИЯ СРАВНЕНИЯ:\")\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
"\n",
"# График 1: Сравнение точности\n",
"colors = ['green', 'blue', 'orange', 'red']\n",
"bars = axes[0].bar(df_results['Датасет'], df_results['Точность_%'], color=colors)\n",
"axes[0].set_ylabel('Точность (%)', fontsize=12)\n",
"axes[0].set_title('Сравнение точности MLP на разных датасетах', fontsize=14)\n",
"axes[0].set_ylim(0, 105)\n",
"\n",
"# Добавляем значения на столбцы\n",
"for bar, acc in zip(bars, df_results['Точность_%']):\n",
" axes[0].text(bar.get_x() + bar.get_width()/2, bar.get_height() + 1,\n",
" f'{acc:.1f}%', ha='center', fontsize=12, fontweight='bold')\n",
"\n",
"# График 2: Сложность vs точность (ИСПРАВЛЕНО - убрал повторяющийся параметр s)\n",
"scatter = axes[1].scatter(df_results['Признаков'], df_results['Точность_%'],\n",
" s=df_results['Образцов']/10, # размер пузырька (убран повтор)\n",
" c=colors, alpha=0.6)\n",
"\n",
"# Подписываем точки\n",
"for i, row in df_results.iterrows():\n",
" axes[1].annotate(row['Датасет'], \n",
" (row['Признаков'], row['Точность_%']),\n",
" fontsize=10, ha='center')\n",
"\n",
"axes[1].set_xlabel('Количество признаков', fontsize=12)\n",
"axes[1].set_ylabel('Точность (%)', fontsize=12)\n",
"axes[1].set_title('Зависимость точности от сложности данных', fontsize=14)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"\\n\" + \"=\" * 60)\n",
"print(\"ВЫВОДЫ И ИНТЕРПРЕТАЦИЯ РЕЗУЛЬТАТОВ\")\n",
"print(\"=\" * 60)\n",
"\n",
"print(\"\"\"\n",
" 1. ДАТАСЕТ IRIS (100% точности)\n",
" - Самый простой датасет с 3 хорошо разделимыми классами\n",
" - Всего 4 признака (длина/ширина чашелистика и лепестка)\n",
" - MLP справился идеально\n",
"\n",
" 2. ДАТАСЕТ DIGITS (97-99% точности)\n",
" - Более сложная задача: 10 классов (цифры от 0 до 9)\n",
" - 64 признака (8x8 пикселей)\n",
" - Для хорошего результата потребовалось 2 скрытых слоя (50 и 25 нейронов)\n",
"\n",
" 3. ДАТАСЕТ WINE (95-98% точности)\n",
" - Компактный датасет (178 образцов)\n",
" - 13 химических признаков\n",
" - Классы хорошо разделимы\n",
"\n",
" 4. CALIFORNIA HOUSING (85-90% точности)\n",
" - Самый большой датасет (20640 образцов)\n",
" - Реальная экономическая задача\n",
" - Самый важный признак: MedInc (медианный доход)\n",
" - Точность ниже из-за шума в реальных данных\n",
"\n",
" КЛЮЧЕВЫЕ ВЫВОДЫ:\n",
" Масштабирование данных (StandardScaler) критически важно для нейронных сетей\n",
" Сложные задачи требуют больше скрытых слоев и нейронов\n",
" MLPClassifier работает хорошо на разных типах данных\n",
" Scikit-learn предоставляет удобные встроенные датасеты для экспериментов\n",
"\"\"\")"
]
},
{
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"id": "084a6557-0d01-4357-988e-a3f557655cd9",
"metadata": {},
"source": [
"# ЗАКЛЮЧЕНИЕ\n",
"\n",
"## Итоги работы\n",
"\n",
"В ходе выполнения работы были решены следующие задачи:\n",
"### 1. Изучены встроенные датасеты scikit-learn:\n",
"- **Iris** - классический датасет для задач классификации\n",
"- **Digits** - изображения рукописных цифр\n",
"- **Wine** - химический состав вина\n",
"- **California Housing** - цены на жильё в Калифорнии\n",
"### 2. Освоен MLPClassifier:\n",
"- Создание модели с разным количеством скрытых слоёв\n",
"- Настройка гиперпараметров (activation, solver, max_iter)\n",
"- Обучение и оценка качества\n",
"\n",
"### 3. Получены результаты:\n",
"| Датасет | Точность | Сложность |\n",
"|---------|----------|-----------------|\n",
"| Iris | 100% | Низкая |\n",
"| Wine | ≈97% | Средняя |\n",
"| Digits | ≈98% | Высокая |\n",
"| Housing | ≈88% | Реальные данные |\n",
"\n",
"### 4. Практическая значимость:\n",
"Полученные навыки можно применять для:\n",
"- Классификации медицинских данных\n",
"- Распознавания образов и изображений\n",
"- Анализа химических/биологических данных\n",
"- Прогнозирования экономических показателей\n",
"\n",
"### 5. Вывод по работе:\n",
"MLPClassifier из библиотеки scikit-learn является эффективным инструментом для решения задач классификации. При правильной предобработке данных (масштабирование) и подборе архитектуры сети можно достичь высоких результатов на различных типах данных - от простых (Iris) до сложных (Digits).\n"
]
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