praktica4rabota/.ipynb_checkpoints/week4_scikit_learn-checkpoint.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "f15e49c6-b7bd-4929-9de4-8451b1edbce1",
"metadata": {},
"source": [
"# Искусственные нейронные сети: первые шаги"
]
},
{
"cell_type": "markdown",
"id": "ea17dc86-a0a9-4b81-af20-42fb94ae1158",
"metadata": {},
"source": [
"# Базовая нейросеть"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "57c4f848-b22a-457e-91e5-65094a784417",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 1.00 1.00 1.00 14\n",
" 1 0.57 1.00 0.73 4\n",
" 2 1.00 0.75 0.86 12\n",
"\n",
" accuracy 0.90 30\n",
" macro avg 0.86 0.92 0.86 30\n",
"weighted avg 0.94 0.90 0.91 30\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\ilyam\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (500) reached and the optimization hasn't converged yet.\n",
" warnings.warn(\n"
]
}
],
"source": [
"from sklearn.datasets import load_iris\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.metrics import classification_report\n",
"\n",
"# Загрузка и разбиение данных\n",
"X, y = load_iris(return_X_y=True)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
"\n",
"# Модель MLP — многослойный перцептрон\n",
"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=500)\n",
"clf.fit(X_train, y_train)\n",
"\n",
"# Отчёт о точности\n",
"print(classification_report(y_test, clf.predict(X_test)))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "dfbdbf90-023d-4d7d-a4d2-8e6c13a72d7f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 1.00 1.00 1.00 7\n",
" 1 1.00 0.36 0.53 11\n",
" 2 0.63 1.00 0.77 12\n",
"\n",
" accuracy 0.77 30\n",
" macro avg 0.88 0.79 0.77 30\n",
"weighted avg 0.85 0.77 0.74 30\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\ilyam\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n",
" warnings.warn(\n"
]
}
],
"source": [
"from sklearn.datasets import load_iris\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.metrics import classification_report\n",
"\n",
"# Загрузка и разбиение данных\n",
"X, y = load_iris(return_X_y=True)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
"\n",
"# Модель MLP — многослойный перцептрон\n",
"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=100)\n",
"clf.fit(X_train, y_train)\n",
"\n",
"# Отчёт о точности\n",
"print(classification_report(y_test, clf.predict(X_test)))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5f6b8889-4fe2-44b8-a4f5-6d8b9858d516",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 1.00 1.00 1.00 11\n",
" 1 1.00 1.00 1.00 9\n",
" 2 1.00 1.00 1.00 10\n",
"\n",
" accuracy 1.00 30\n",
" macro avg 1.00 1.00 1.00 30\n",
"weighted avg 1.00 1.00 1.00 30\n",
"\n"
]
}
],
"source": [
"from sklearn.datasets import load_iris\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.metrics import classification_report\n",
"\n",
"# Загрузка и разбиение данных\n",
"X, y = load_iris(return_X_y=True)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
"\n",
"# Модель MLP — многослойный перцептрон\n",
"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=2500)\n",
"clf.fit(X_train, y_train)\n",
"\n",
"# Отчёт о точности\n",
"print(classification_report(y_test, clf.predict(X_test)))"
]
},
{
"cell_type": "markdown",
"id": "03636823-bfc7-484d-a785-93340d678315",
"metadata": {},
"source": [
"# **Самостоятельное задание.** Демонстрация алгоритма кластеризации Mean Shift (A demo of the mean-shift clustering algorithm)"
]
},
{
"cell_type": "markdown",
"id": "58dc55b0-c0a5-49fd-bd00-3fbef8e16009",
"metadata": {},
"source": [
"## **Цель:** Исследовать работу алгоритма Mean Shift на синтетических и реальных данных."
]
},
{
"cell_type": "markdown",
"id": "c6b16766-9f63-40fe-b934-48a325612186",
"metadata": {},
"source": [
"## **Часть 1: Синтетические данные (make_blobs)**"
]
},
{
"cell_type": "markdown",
"id": "e4661ed0-4633-4564-81ec-ca24b994cb45",
"metadata": {},
"source": [
"## **Цель задачи:** Продемонстрировать автоматическое определение кластеров алгоритмом Mean Shift на данных с известной структурой."
]
},
{
"cell_type": "markdown",
"id": "73f1467a-3c03-4d3c-a211-549d63a153bd",
"metadata": {},
"source": [
"### 1. Импорт библиотек"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "09102daf-8273-455f-96f0-97b58f85f296",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.cluster import MeanShift, estimate_bandwidth\n",
"from sklearn.datasets import make_blobs\n",
"from sklearn.preprocessing import StandardScaler"
]
},
{
"cell_type": "markdown",
"id": "48e11d4d-141a-4a97-a109-a27bf4d3452b",
"metadata": {},
"source": [
"### 2. Генерация данных"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a64a639e-6c89-4750-8dab-8b8a0626b0b0",
"metadata": {},
"outputs": [],
"source": [
"centers = [[1, 1], [-1, -1], [1, -1]]\n",
"X, _ = make_blobs(\n",
" n_samples=1000, # Количество точек\n",
" centers=centers, # Координаты центров кластеров\n",
" cluster_std=0.6, # Разброс точек\n",
" random_state=42 # Для воспроизводимости\n",
")"
]
},
{
"cell_type": "markdown",
"id": "6d1e70f1-3e26-4eda-9321-7e57fc18e0cb",
"metadata": {},
"source": [
"### 3. Масштабирование данных"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "be6228d0-c938-42e9-955a-74bfc6ee909a",
"metadata": {},
"outputs": [],
"source": [
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(X) # Приведение данных к нулевому среднему и единичной дисперсии"
]
},
{
"cell_type": "markdown",
"id": "44c763e2-e6e2-4749-9bc6-4d52607f5b37",
"metadata": {},
"source": [
"### 4. Обучение модели"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "7147b3dc-565e-4f01-a282-a0816d93d036",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Число кластеров: 3\n"
]
}
],
"source": [
"bandwidth = estimate_bandwidth(\n",
" X_scaled, \n",
" quantile=0.2, # Чем меньше quantile, тем чувствительнее к шуму\n",
" n_samples=500 # Количество точек для оценки bandwidth\n",
")\n",
"\n",
"ms = MeanShift(\n",
" bandwidth=bandwidth, \n",
" bin_seeding=True # Ускорение алгоритма через дисковое квантование\n",
")\n",
"ms.fit(X_scaled) # Обучение модели\n",
"\n",
"labels = ms.labels_ # Метки кластеров\n",
"cluster_centers = ms.cluster_centers_ # Координаты центров\n",
"\n",
"n_clusters = len(np.unique(labels)) # Число кластеров\n",
"print(f\"Число кластеров: {n_clusters}\")"
]
},
{
"cell_type": "markdown",
"id": "ff157bf6-eb1d-4864-9965-6a3a03104735",
"metadata": {},
"source": [
"### 5. Визуализация"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "69889356-a98a-4d20-97b9-8ee9b0d57623",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"colors = ['#ff0000', '#00ff00', '#0000ff'] # Цвета для кластеров\n",
"markers = ['x', 'o', '^'] # Маркеры точек\n",
"\n",
"for k in range(n_clusters):\n",
" cluster_data = X_scaled[labels == k]\n",
" plt.scatter(\n",
" cluster_data[:, 0], \n",
" cluster_data[:, 1], \n",
" c=colors[k], \n",
" marker=markers[k], \n",
" label=f'Кластер {k+1}'\n",
" )\n",
"\n",
"plt.scatter(\n",
" cluster_centers[:, 0], \n",
" cluster_centers[:, 1], \n",
" s=300, \n",
" c='black', \n",
" marker='X', \n",
" label='Центры'\n",
")\n",
"plt.title(f\"Найдено кластеров: {n_clusters}\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d0295bff-217e-420f-9d83-be684525a73e",
"metadata": {},
"source": [
"## **Часть 2: Реальные данные (Wine Dataset)**"
]
},
{
"cell_type": "markdown",
"id": "7d961449-a223-42af-9d47-8bfac7947f76",
"metadata": {},
"source": [
"## **Цель задачи:** рименить Mean Shift к датасету Wine, загруженному с платформы OpenML."
]
},
{
"cell_type": "markdown",
"id": "b46aeccf-478c-4d03-8a8b-47643cc32184",
"metadata": {},
"source": [
"### 1. Импорт библиотек"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "837312cb-9c85-40df-a41c-c1230a8f360f",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import MeanShift, estimate_bandwidth\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.metrics import adjusted_rand_score, silhouette_score\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.datasets import fetch_openml"
]
},
{
"cell_type": "markdown",
"id": "14b27cf3-c0f8-4aa2-8537-4168d710d622",
"metadata": {},
"source": [
"### 2. Загрузка данных с OpenML"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "320942ff-ed29-4705-9f75-3b4471b20873",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество образцов: 1599\n",
"Количество признаков: 11\n",
"\n",
"Первые 5 строк данных:\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>fixed_acidity</th>\n",
" <th>volatile_acidity</th>\n",
" <th>citric_acid</th>\n",
" <th>residual_sugar</th>\n",
" <th>chlorides</th>\n",
" <th>free_sulfur_dioxide</th>\n",
" <th>total_sulfur_dioxide</th>\n",
" <th>density</th>\n",
" <th>pH</th>\n",
" <th>sulphates</th>\n",
" <th>alcohol</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>7.4</td>\n",
" <td>0.70</td>\n",
" <td>0.00</td>\n",
" <td>1.9</td>\n",
" <td>0.076</td>\n",
" <td>11.0</td>\n",
" <td>34.0</td>\n",
" <td>0.9978</td>\n",
" <td>3.51</td>\n",
" <td>0.56</td>\n",
" <td>9.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>7.8</td>\n",
" <td>0.88</td>\n",
" <td>0.00</td>\n",
" <td>2.6</td>\n",
" <td>0.098</td>\n",
" <td>25.0</td>\n",
" <td>67.0</td>\n",
" <td>0.9968</td>\n",
" <td>3.20</td>\n",
" <td>0.68</td>\n",
" <td>9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>7.8</td>\n",
" <td>0.76</td>\n",
" <td>0.04</td>\n",
" <td>2.3</td>\n",
" <td>0.092</td>\n",
" <td>15.0</td>\n",
" <td>54.0</td>\n",
" <td>0.9970</td>\n",
" <td>3.26</td>\n",
" <td>0.65</td>\n",
" <td>9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>11.2</td>\n",
" <td>0.28</td>\n",
" <td>0.56</td>\n",
" <td>1.9</td>\n",
" <td>0.075</td>\n",
" <td>17.0</td>\n",
" <td>60.0</td>\n",
" <td>0.9980</td>\n",
" <td>3.16</td>\n",
" <td>0.58</td>\n",
" <td>9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>7.4</td>\n",
" <td>0.70</td>\n",
" <td>0.00</td>\n",
" <td>1.9</td>\n",
" <td>0.076</td>\n",
" <td>11.0</td>\n",
" <td>34.0</td>\n",
" <td>0.9978</td>\n",
" <td>3.51</td>\n",
" <td>0.56</td>\n",
" <td>9.4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" fixed_acidity volatile_acidity citric_acid residual_sugar chlorides \\\n",
"0 7.4 0.70 0.00 1.9 0.076 \n",
"1 7.8 0.88 0.00 2.6 0.098 \n",
"2 7.8 0.76 0.04 2.3 0.092 \n",
"3 11.2 0.28 0.56 1.9 0.075 \n",
"4 7.4 0.70 0.00 1.9 0.076 \n",
"\n",
" free_sulfur_dioxide total_sulfur_dioxide density pH sulphates \\\n",
"0 11.0 34.0 0.9978 3.51 0.56 \n",
"1 25.0 67.0 0.9968 3.20 0.68 \n",
"2 15.0 54.0 0.9970 3.26 0.65 \n",
"3 17.0 60.0 0.9980 3.16 0.58 \n",
"4 11.0 34.0 0.9978 3.51 0.56 \n",
"\n",
" alcohol \n",
"0 9.4 \n",
"1 9.8 \n",
"2 9.8 \n",
"3 9.8 \n",
"4 9.4 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Загрузка датасета\n",
"wine = fetch_openml(data_id=40691, as_frame=True, parser='auto')\n",
"X = wine.data\n",
"y = wine.target.astype(int) # Преобразуем метки в целые числа\n",
"\n",
"# Выведем информацию о данных\n",
"print(f\"Количество образцов: {X.shape[0]}\")\n",
"print(f\"Количество признаков: {X.shape[1]}\")\n",
"print(\"\\nПервые 5 строк данных:\")\n",
"display(X.head())"
]
},
{
"cell_type": "markdown",
"id": "fc6cceae-4351-4ebd-9412-c98c31fa1998",
"metadata": {},
"source": [
"### 3. Препроцессинг данных"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e7d1c373-85a3-4b64-8b45-be57d67c3364",
"metadata": {},
"outputs": [],
"source": [
"# Масштабирование признаков\n",
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(X)\n",
"\n",
"# Снижение размерности для визуализации\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X_scaled)"
]
},
{
"cell_type": "markdown",
"id": "1620a6fd-c215-421f-ae3e-7e89487a3e44",
"metadata": {},
"source": [
"### 4. Обучение модели MeanShift"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1beb82b3-c204-48ec-a1a1-8f2be12c42a6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Найдено кластеров: 3\n"
]
}
],
"source": [
"# Автоматический подбор bandwidth\n",
"bandwidth = estimate_bandwidth(\n",
" X_scaled, \n",
" quantile=0.8, \n",
" n_samples=100 \n",
")\n",
"\n",
"# Инициализация и обучение модели\n",
"ms = MeanShift(bandwidth=bandwidth, bin_seeding=True)\n",
"ms.fit(X_scaled)\n",
"labels = ms.labels_\n",
"\n",
"# Результаты\n",
"n_clusters = len(np.unique(labels))\n",
"print(f\"\\nНайдено кластеров: {n_clusters}\")"
]
},
{
"cell_type": "markdown",
"id": "9b415902-07aa-490f-af83-810f890f3a97",
"metadata": {},
"source": [
"### 5. Визуализация и оценка"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4eb75f9e-f387-4bb7-b81a-fbd5fa301d2a",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"▸ ARI не рассчитывается: число кластеров ≠ числу классов\n",
"▸ Silhouette Score: 0.53\n"
]
}
],
"source": [
"# Сравнение с истинными классами через графики\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"# График кластеров\n",
"plt.subplot(1, 2, 1)\n",
"plt.scatter(X_pca[:, 0], X_pca[:, 1], c=labels, cmap='viridis', alpha=0.7)\n",
"plt.title(f\"Кластеризация MeanShift (n_clusters={n_clusters})\")\n",
"\n",
"# График истинных классов\n",
"plt.subplot(1, 2, 2)\n",
"plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y, cmap='viridis', alpha=0.7)\n",
"plt.title(\"Истинные классы (n_classes=3)\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"n_clusters = len(np.unique(labels))\n",
"n_classes = len(np.unique(y))\n",
"\n",
"# Убедимся, что метки совпадают по значениям\n",
"if n_clusters == n_classes:\n",
" try:\n",
" ari = adjusted_rand_score(y, labels)\n",
" print(f\"\\n▸ Adjusted Rand Index: {ari:.2f}\")\n",
" except Exception as e:\n",
" print(f\"\\n▸ Ошибка расчета ARI: {str(e)}\")\n",
"else:\n",
" print(\"\\n▸ ARI не рассчитывается: число кластеров ≠ числу классов\")\n",
"\n",
"print(f\"▸ Silhouette Score: {silhouette_score(X_scaled, labels):.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "14cdcf90-d2cd-4fe5-bbfc-92ef878deb09",
"metadata": {},
"source": [
"### Анализ результатов\n",
"**Синтетические данные:**\n",
"- Алгоритм корректно определил 3 кластера, соответствующие исходному распределению.\n",
"- Центры кластеров совпадают с ожидаемыми позициями.\n",
"\n",
"**Реальные данные:**\n",
"- Найдено 3 кластера, что совпадает с количеством классов в Wine Dataset.\n",
"- Визуально кластеры частично перекрываются из-за:\n",
" - Ограничения PCA (потеря информации при снижении размерности)\n",
" - Перекрытия характеристик между классами вин"
]
},
{
"cell_type": "markdown",
"id": "965fc562-8f3e-44c8-8cdc-e60f98c8becd",
"metadata": {},
"source": [
"### Выводы\n",
"1. **Mean Shift** эффективен для данных с явной кластерной структурой.\n",
"2. Для многомерных данных требуется:\n",
" - Предварительное масштабирование признаков\n",
" - Визуализация через методы снижения размерности\n",
"3. Параметр **bandwidth** критически влияет на результат."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e45cc924-1e26-4f25-b932-349360f35692",
"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": "3.13.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}