zaaadanieee4/.ipynb_checkpoints/ week4_scikit_learn-Copy2-checkpoint.ipynb

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{
"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": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.datasets import make_classification\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",
"from sklearn.inspection import DecisionBoundaryDisplay"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a796ba9b-c325-4143-be8b-76aa47e80e05",
"metadata": {},
"outputs": [],
"source": [
"# Генерируем синтетические данные для бинарной классификации\n",
"# n_samples: 300 образцов\n",
"# n_features: 2 признака (для удобной 2D-визуализации)\n",
"# n_redundant=0: без избыточных признаков\n",
"# n_informative=2: оба признака информативны\n",
"# n_clusters_per_class=1: один кластер на класс\n",
"# random_state=42: для воспроизводимости результатов\n",
"X, y = make_classification(n_samples=300,n_features=2,n_redundant=0,n_informative=2,n_clusters_per_class=1, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5923b3d7-803f-4065-ad90-eeb4d32afd73",
"metadata": {},
"outputs": [],
"source": [
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b2c9fbf1-54e3-4667-9b6a-3e45f42bec22",
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.3, random_state=42)\n",
"clf = Pipeline(\n",
" steps=[(\"scaler\", StandardScaler()), (\"knn\", KNeighborsClassifier(n_neighbors=11))]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b8cd88c3-5d75-4c08-87d7-9ff7951e1537",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(X[:, 0], X[:, 1], c=y, edgecolors='k', cmap='coolwarm')\n",
"plt.title(\"Исходные данные (сгенерированные)\")\n",
"plt.xlabel(\"sepal lenght\")\n",
"plt.ylabel(\"sepal width\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4cbfcea2-3604-438c-b663-e993e5990766",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_, axs = plt.subplots(ncols=2, figsize=(12, 5))\n",
"\n",
"for ax, weights in zip(axs, (\"uniform\", \"distance\")):\n",
" clf.set_params(knn__weights=weights).fit(X_train, y_train)\n",
" disp = DecisionBoundaryDisplay.from_estimator(\n",
" clf,\n",
" X_test,\n",
" response_method=\"predict\",\n",
" plot_method=\"pcolormesh\",\n",
" xlabel=\"sepal lenght\",\n",
" ylabel=\"sepal width\",\n",
" shading=\"auto\",\n",
" alpha=0.5,\n",
" ax=ax,\n",
" )\n",
" scatter = disp.ax_.scatter(X[:, 0], X[:, 1], c=y, edgecolors=\"k\", cmap='coolwarm')\n",
" _ = disp.ax_.set_title(\n",
" f\"Классификация\\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": "dccb0620-395d-4a3d-b43b-1c6ea6c73e66",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
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