{ "cells": [ { "cell_type": "markdown", "id": "4da9f8d6-b42c-4155-903f-b6d27291f421", "metadata": {}, "source": [ "**Цель задачи:**\n", "Продемонстрировать применение метода **K-Nearest Neighbors (KNN)** для классификации данных.\n", "\n", "1. Использовать алгоритм KNN из scikit-learn (`sklearn.neighbors.KNeighborsClassifier`).\n", "2. Протестировать на двух типах данных:\n", " - Встроенный датасет: make_classification (синтетические данные с двумя классами).\n", " - Реальный датасет: (будет загружен из openml.org.).\n", "3. Сравнить результаты, визуализировать границы решений и интерпретировать, почему KNN классифицирует объекты." ] }, { "cell_type": "code", "execution_count": 1, "id": "394082d8-55cd-451e-b682-3d839e21868e", "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_iris\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "import matplotlib.pyplot as plt\n", "from sklearn.inspection import DecisionBoundaryDisplay" ] }, { "cell_type": "code", "execution_count": 2, "id": "a796ba9b-c325-4143-be8b-76aa47e80e05", "metadata": {}, "outputs": [], "source": [ "# Загружаем датасет Iris в виде pandas DataFrame\n", "iris = load_iris(as_frame=True)\n", "\n", "# Берём только два признака для удобной 2D-визуализации\n", "X = iris.data[[\"sepal length (cm)\", \"sepal width (cm)\"]]\n", "y = iris.target\n", "\n", "# Разделяем на обучающую (train) и тестовую (test) выборки\n", "# stratify=y - сохраняем пропорцию классов\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, random_state=0)" ] }, { "cell_type": "code", "execution_count": 3, "id": "5923b3d7-803f-4065-ad90-eeb4d32afd73", "metadata": {}, "outputs": [], "source": [ "# Создаём пайплайн: сначала StandardScaler, затем KNN с 11 соседями\n", "clf = Pipeline(\n", " steps=[(\"scaler\", StandardScaler()), (\"knn\", KNeighborsClassifier(n_neighbors=11))]\n", ")\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "b2c9fbf1-54e3-4667-9b6a-3e45f42bec22", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "scatter = plt.scatter(X.iloc[:, 0], X.iloc[:, 1], c=y, edgecolors='k', cmap='viridis')\n", "plt.xlabel(iris.feature_names[0])\n", "plt.ylabel(iris.feature_names[1])\n", "plt.title(\"Исходные данные Iris (2 признака)\")\n", "plt.legend(scatter.legend_elements()[0], iris.target_names, loc=\"upper left\")\n", "plt.show" ] }, { "cell_type": "code", "execution_count": 5, "id": "b261ad0e-b02d-4354-b9ab-b8806dc15b69", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Обучаем и визуализируем для двух вариантов весов\n", "_, axs = plt.subplots(ncols=2, figsize=(12, 5))\n", "\n", "for ax, weights in zip(axs, (\"uniform\", \"distance\")):\n", " # Устанавливаем параметр weights и обучаем модель\n", " clf.set_params(knn__weights=weights).fit(X_train, y_train)\n", " \n", " # Отображаем границы решений\n", " disp = DecisionBoundaryDisplay.from_estimator(\n", " clf,\n", " X_test,\n", " response_method=\"predict\",\n", " plot_method=\"pcolormesh\",\n", " xlabel=iris.feature_names[0],\n", " ylabel=iris.feature_names[1],\n", " shading=\"auto\",\n", " alpha=0.5,\n", " ax=ax,\n", " )\n", " \n", " # Отображаем точки данных\n", " scatter = disp.ax_.scatter(X.iloc[:, 0], X.iloc[:, 1], c=y, edgecolors=\"k\")\n", " disp.ax_.legend(\n", " scatter.legend_elements()[0],\n", " iris.target_names,\n", " loc=\"lower left\",\n", " title=\"Classes\",\n", " )\n", " \n", " # Добавляем заголовок с параметрами\n", " _ = disp.ax_.set_title(\n", " f\"3-Class classification\\n(k={clf[-1].n_neighbors}, weights={weights!r})\"\n", " )\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c4601660-81de-4fed-b93c-7bef64c03586", "metadata": {}, "source": [ "**5. Интерпретация результатов**\n", "- **Визуальный анализ**\n", " - KNN успешно разделяет три класса ирисов.\n", " - Границы решений зависят от параметра `weights`: при `uniform` границы более гладкие, при `distance` - более изогнутые.\n", "\n", "- **Почему KNN нашел эти границы?**\n", " - KNN вычисляет расстояния до k ближайших соседей (k=11).\n", " - Класс новой точки определяется голосованием соседей.\n", "\n", "- **Как улучшить?**\n", " - Подобрать оптимальное `n_neighbors` (меньше - переобучение, больше - сглаживание).\n", " - Использовать больше признаков (в примере взяты только 2 для визуализации).\n", " - Попробовать другие метрики расстояния.\n", "\n", "**Вывод:** \n", "KNN - простой и эффективный алгоритм для классификации небольших датасетов, хорошо интерпретируемый через визуализацию границ решений" ] }, { "cell_type": "code", "execution_count": null, "id": "1a881b6f-20b0-4c17-902e-ef4ef1b1a443", "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": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 5 }