diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/week4_analysis.ipynb b/week4_analysis.ipynb new file mode 100644 index 0000000..79a7e03 --- /dev/null +++ b/week4_analysis.ipynb @@ -0,0 +1,338 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "d3439bde-e0c8-49be-ba72-9a4549cf4f95", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер данных: (150, 4)\n", + "Количество классов: 3\n", + "\n", + "Точность на обучающей выборке: 0.9524\n", + "Точность на тестовой выборке: 0.9778\n" + ] + } + ], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.datasets import load_iris\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "\n", + "iris = load_iris()\n", + "X = iris.data\n", + "y = iris.target\n", + "\n", + "print(f\"Размер данных: {X.shape}\")\n", + "print(f\"Количество классов: {len(set(y))}\")\n", + "\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n", + "\n", + "\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "\n", + "\n", + "mlp = MLPClassifier(hidden_layer_sizes=(10,), max_iter=500, random_state=42)\n", + "mlp.fit(X_train_scaled, y_train)\n", + "\n", + "# Оцениваем точностьprint(f\"\\nТочность на обучающей выборке: {mlp.score(X_train_scaled, y_train):.4f}\")\n", + "print(f\"Точность на тестовой выборке: {mlp.score(X_test_scaled, y_test):.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2ba8d855-3ab2-479f-963f-e63d47d9d902", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MLPClassifier с max_iter=2500 ===\n", + "\n", + "Точность на обучающей выборке: 0.9714\n", + "Точность на тестовой выборке: 1.0000\n", + "Количество выполненных итераций: 1027\n" + ] + } + ], + "source": [ + "print(\"=== MLPClassifier с max_iter=2500 ===\\n\")\n", + "\n", + "mlp_2500 = MLPClassifier(hidden_layer_sizes=(10,), max_iter=2500, random_state=42)\n", + "mlp_2500.fit(X_train_scaled, y_train)\n", + "\n", + "print(f\"Точность на обучающей выборке: {mlp_2500.score(X_train_scaled, y_train):.4f}\")\n", + "print(f\"Точность на тестовой выборке: {mlp_2500.score(X_test_scaled, y_test):.4f}\")\n", + "print(f\"Количество выполненных итераций: {mlp_2500.n_iter_}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "da901ce3-f60f-4357-a235-fb6f23bfb2d5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Gaussian Process Classification на Iris dataset ===\n", + "\n", + "Точность на всей выборке: 0.8267\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.gaussian_process import GaussianProcessClassifier\n", + "from sklearn.gaussian_process.kernels import RBF\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "print(\"=== Gaussian Process Classification на Iris dataset ===\\n\")\n", + "\n", + "iris = load_iris()\n", + "X_gpc = iris.data[:, :2] \n", + "y_gpc = iris.target\n", + "\n", + "kernel = 1.0 * RBF([1.0, 1.0])\n", + "gpc = GaussianProcessClassifier(kernel=kernel)\n", + "gpc.fit(X_gpc, y_gpc)\n", + "\n", + "print(f\"Точность на всей выборке: {gpc.score(X_gpc, y_gpc):.4f}\")\n", + "\n", + "# Визуализация\n", + "h = 0.02\n", + "x_min, x_max = X_gpc[:, 0].min() - 1, X_gpc[:, 0].max() + 1\n", + "y_min, y_max = X_gpc[:, 1].min() - 1, X_gpc[:, 1].max() + 1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", + "\n", + "Z = gpc.predict(np.c_[xx.ravel(), yy.ravel()])\n", + "Z = Z.reshape(xx.shape)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "plt.contourf(xx, yy, Z, alpha=0.8, cmap='coolwarm')\n", + "plt.scatter(X_gpc[:, 0], X_gpc[:, 1], c=y_gpc, edgecolors='k', cmap='coolwarm')\n", + "plt.xlabel(\"Длина чашелистика\")\n", + "plt.ylabel(\"Ширина чашелистика\")\n", + "plt.title(\"Gaussian Process Classification (Iris)\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0c0e0ce1-0a98-48c8-9b13-bdadf548660e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Gaussian Process Classification на синтетическом датасете ===\n", + "\n", + "Точность на обучающей выборке: 0.9810\n", + "Точность на тестовой выборке: 0.9556\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.datasets import make_classification\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "print(\"\\n=== Gaussian Process Classification на синтетическом датасете ===\\n\")\n", + "\n", + "\n", + "X_syn, y_syn = make_classification(n_samples=300, n_features=2, n_redundant=0,\n", + " n_clusters_per_class=1, random_state=42)\n", + "\n", + "\n", + "X_syn_train, X_syn_test, y_syn_train, y_syn_test = train_test_split(X_syn, y_syn, test_size=0.3, random_state=42)\n", + "\n", + "\n", + "kernel = 1.0 * RBF([1.0, 1.0])\n", + "gpc_syn = GaussianProcessClassifier(kernel=kernel)\n", + "gpc_syn.fit(X_syn_train, y_syn_train)\n", + "\n", + "\n", + "print(f\"Точность на обучающей выборке: {gpc_syn.score(X_syn_train, y_syn_train):.4f}\")\n", + "print(f\"Точность на тестовой выборке: {gpc_syn.score(X_syn_test, y_syn_test):.4f}\")\n", + "\n", + "\n", + "h = 0.02\n", + "x_min, x_max = X_syn[:, 0].min() - 1, X_syn[:, 0].max() + 1\n", + "y_min, y_max = X_syn[:, 1].min() - 1, X_syn[:, 1].max() + 1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", + "\n", + "Z = gpc_syn.predict(np.c_[xx.ravel(), yy.ravel()])\n", + "Z = Z.reshape(xx.shape)\n", + "\n", + "plt.figure(figsize=(12, 5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "plt.contourf(xx, yy, Z, alpha=0.8, cmap='coolwarm')\n", + "plt.scatter(X_syn_train[:, 0], X_syn_train[:, 1], c=y_syn_train, edgecolors='k', cmap='coolwarm')\n", + "plt.title(\"Обучающая выборка (синтетические данные)\")\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.contourf(xx, yy, Z, alpha=0.8, cmap='coolwarm')\n", + "plt.scatter(X_syn_test[:, 0], X_syn_test[:, 1], c=y_syn_test, edgecolors='k', cmap='coolwarm')\n", + "plt.title(\"Тестовая выборка (синтетические данные)\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e2fd0ec9-68eb-4d9e-a573-76f6f7108f82", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Gaussian Process Classification на реальном датасете с OpenML ===\n", + "\n", + "Датасет: Iris (OpenML ID=61)\n", + "Размер данных: (150, 4)\n", + "Точность на обучающей выборке: 0.8190\n", + "Точность на тестовой выборке: 0.8000\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.datasets import fetch_openml\n", + "from sklearn.preprocessing import LabelEncoder\n", + "\n", + "print(\"\\n=== Gaussian Process Classification на реальном датасете с OpenML ===\\n\")\n", + "\n", + "\n", + "iris_openml = fetch_openml(data_id=61, as_frame=True)\n", + "X_real = iris_openml.data\n", + "y_real = iris_openml.target\n", + "\n", + "\n", + "le = LabelEncoder()\n", + "y_real = le.fit_transform(y_real)\n", + "\n", + "\n", + "X_real_2d = X_real.iloc[:, [0, 1]].values\n", + "\n", + "\n", + "X_real_train, X_real_test, y_real_train, y_real_test = train_test_split(X_real_2d, y_real, test_size=0.3, random_state=42)\n", + "\n", + "\n", + "scaler = StandardScaler()\n", + "X_real_train_scaled = scaler.fit_transform(X_real_train)\n", + "X_real_test_scaled = scaler.transform(X_real_test)\n", + "\n", + "\n", + "kernel = 1.0 * RBF([1.0, 1.0])\n", + "gpc_real = GaussianProcessClassifier(kernel=kernel)\n", + "gpc_real.fit(X_real_train_scaled, y_real_train)\n", + "\n", + "\n", + "print(f\"Датасет: Iris (OpenML ID=61)\")\n", + "print(f\"Размер данных: {X_real.shape}\")\n", + "print(f\"Точность на обучающей выборке: {gpc_real.score(X_real_train_scaled, y_real_train):.4f}\")\n", + "print(f\"Точность на тестовой выборке: {gpc_real.score(X_real_test_scaled, y_real_test):.4f}\")\n", + "\n", + "\n", + "h = 0.02\n", + "x_min, x_max = X_real_2d[:, 0].min() - 1, X_real_2d[:, 0].max() + 1\n", + "y_min, y_max = X_real_2d[:, 1].min() - 1, X_real_2d[:, 1].max() + 1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", + "\n", + "plt.figure(figsize=(12, 5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "colors = np.array(['r', 'g', 'b'])[y_real_train]\n", + "plt.scatter(X_real_train_scaled[:, 0], X_real_train_scaled[:, 1], c=colors, edgecolors='k')\n", + "plt.title(\"Обучающая выборка (реальные данные)\")\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "colors_test = np.array(['r', 'g', 'b'])[y_real_test]\n", + "plt.scatter(X_real_test_scaled[:, 0], X_real_test_scaled[:, 1], c=colors_test, edgecolors='k')\n", + "plt.title(\"Тестовая выборка (реальные данные)\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a42738f0-7b6a-4674-b81a-5e9405860daa", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}