613 lines
640 KiB
Plaintext
613 lines
640 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "4f48621b-6ec8-4dc0-81eb-c71f9bd77acd",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" precision recall f1-score support\n",
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"\n",
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" 0 1.00 1.00 1.00 13\n",
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" 1 1.00 1.00 1.00 8\n",
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" 2 1.00 1.00 1.00 9\n",
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"\n",
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" accuracy 1.00 30\n",
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" macro avg 1.00 1.00 1.00 30\n",
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"weighted avg 1.00 1.00 1.00 30\n",
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"\n"
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]
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}
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],
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"source": [
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"from sklearn.datasets import load_iris\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.neural_network import MLPClassifier\n",
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"from sklearn.metrics import classification_report\n",
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"\n",
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"# Загрузка и разбиение данных\n",
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"X, y = load_iris(return_X_y=True)\n",
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"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n",
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"\n",
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"# Модель MLP — многослойный перцептрон\n",
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"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=2500)\n",
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"clf.fit(X_train, y_train)\n",
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"\n",
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"# Отчёт о точности\n",
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"print(classification_report(y_test, clf.predict(X_test)))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "174fa863-85f3-4cf0-b912-7b5e8b9fd887",
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"metadata": {},
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"source": [
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"**Цель задачи:** \n",
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"Продемонстрировать применение метода **Gaussian process classification** для иллюстрации классификации процессов по Гауссу (GPC). \n",
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"1. **Использовать** алгоритм GPC из Gaussian Process for Machine Learning . \n",
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"2. **Протестировать** на двух типах данных: \n",
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" - **Сгенерированный датасет**: Классическая задача с искусственно сгенерированными данными, демонстрирующая проблему нелинейной разделимости. \n",
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" - **Реальный датасет**: Классификация на реальном датасете через openml.org. \n",
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"3. **Сравнить** результаты."
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]
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},
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{
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"cell_type": "markdown",
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"id": "f7fa5220-baa1-4986-945b-f1ad52b388db",
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"metadata": {},
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"source": [
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"**Ниже непосредственный пример его реализации со scikit-learn**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "7b92fd1d-a198-412a-8e67-792f694c8775",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\egorz\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.13_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python313\\site-packages\\sklearn\\gaussian_process\\kernels.py:452: ConvergenceWarning: The optimal value found for dimension 0 of parameter k1__constant_value is close to the specified upper bound 100000.0. Increasing the bound and calling fit again may find a better value.\n",
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" warnings.warn(\n"
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]
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},
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Authors: The scikit-learn developers\n",
|
||
"# SPDX-License-Identifier: BSD-3-Clause\n",
|
||
"\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"from sklearn.gaussian_process import GaussianProcessClassifier\n",
|
||
"from sklearn.gaussian_process.kernels import RBF, DotProduct\n",
|
||
"\n",
|
||
"xx, yy = np.meshgrid(np.linspace(-3, 3, 50), np.linspace(-3, 3, 50))\n",
|
||
"rng = np.random.RandomState(0)\n",
|
||
"X = rng.randn(200, 2)\n",
|
||
"Y = np.logical_xor(X[:, 0] > 0, X[:, 1] > 0)\n",
|
||
"\n",
|
||
"# fit the model\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"kernels = [1.0 * RBF(length_scale=1.15), 1.0 * DotProduct(sigma_0=1.0) ** 2]\n",
|
||
"for i, kernel in enumerate(kernels):\n",
|
||
" clf = GaussianProcessClassifier(kernel=kernel, warm_start=True).fit(X, Y)\n",
|
||
"\n",
|
||
" # plot the decision function for each datapoint on the grid\n",
|
||
" Z = clf.predict_proba(np.vstack((xx.ravel(), yy.ravel())).T)[:, 1]\n",
|
||
" Z = Z.reshape(xx.shape)\n",
|
||
"\n",
|
||
" plt.subplot(1, 2, i + 1)\n",
|
||
" image = plt.imshow(\n",
|
||
" Z,\n",
|
||
" interpolation=\"nearest\",\n",
|
||
" extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
|
||
" aspect=\"auto\",\n",
|
||
" origin=\"lower\",\n",
|
||
" cmap=plt.cm.PuOr_r,\n",
|
||
" )\n",
|
||
" contours = plt.contour(xx, yy, Z, levels=[0.5], linewidths=2, colors=[\"k\"])\n",
|
||
" plt.scatter(X[:, 0], X[:, 1], s=30, c=Y, cmap=plt.cm.Paired, edgecolors=(0, 0, 0))\n",
|
||
" plt.xticks(())\n",
|
||
" plt.yticks(())\n",
|
||
" plt.axis([-3, 3, -3, 3])\n",
|
||
" plt.colorbar(image)\n",
|
||
" plt.title(\n",
|
||
" \"%s\\n Log-Marginal-Likelihood:%.3f\"\n",
|
||
" % (clf.kernel_, clf.log_marginal_likelihood(clf.kernel_.theta)),\n",
|
||
" fontsize=12,\n",
|
||
" )\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "057db98d-ef9c-45c2-a1c9-cdd88cf5f775",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Далее синтетический датасет**\n",
|
||
"\n",
|
||
"**2.1 Импорт библиотек** "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "589011e9-9122-4ed2-bbd6-9df8603dd269",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from sklearn.datasets import make_circles, make_moons\n",
|
||
"from sklearn.gaussian_process import GaussianProcessClassifier\n",
|
||
"from sklearn.gaussian_process.kernels import RBF, DotProduct, Matern\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from sklearn.metrics import accuracy_score"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d636a18b-8874-4aba-947d-de49eeb8140c",
|
||
"metadata": {},
|
||
"source": [
|
||
"**2.2. Генерация данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"id": "fe955c56-e1c2-4e03-9643-9f23f6fa7126",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Круги\n",
|
||
"X_circles, y_circles = make_circles(noise=0.1, factor=0.3, random_state=42)\n",
|
||
"# Полумесяцы \n",
|
||
"X_moons, y_moons = make_moons(noise=0.1, random_state=42)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "becae056-521c-4482-aed7-06f59cbefa73",
|
||
"metadata": {},
|
||
"source": [
|
||
"**2.3 Визуализация данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 64,
|
||
"id": "83104024-fdba-4b23-b005-0acf795c3c00",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Визуализация\n",
|
||
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 5))\n",
|
||
"\n",
|
||
"ax1.scatter(X_circles[:, 0], X_circles[:, 1], c=y_circles, cmap='coolwarm', edgecolors='k')\n",
|
||
"ax1.set_title(\"для make_circles\")\n",
|
||
"\n",
|
||
"ax2.scatter(X_moons[:, 0], X_moons[:, 1], c=y_moons, cmap='coolwarm', edgecolors='k')\n",
|
||
"ax2.set_title(\"для make_moons\")\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f26228a5-ebfa-4287-bd80-c28ecea9322a",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Обучение модели. Инициализация**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 96,
|
||
"id": "f6c544b3-f070-430e-8483-c64e89a13884",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"kernels = {\n",
|
||
" \"RBF(радиальной базисной функции)\": RBF(length_scale=1.0),\n",
|
||
" \"DotProduct(скалярное произведение)\": DotProduct(sigma_0=1.0),\n",
|
||
" \"Matern(материнское)\": Matern(length_scale=1.0, nu=1.5)\n",
|
||
"}\n",
|
||
"results = {}\n",
|
||
"\n",
|
||
"for name, kernel in kernels.items():\n",
|
||
" # Обучение GPC\n",
|
||
" gpc = GaussianProcessClassifier(kernel=kernel, random_state=42)\n",
|
||
" gpc.fit(X_circles, y_circles)\n",
|
||
" \n",
|
||
" # Предсказание\n",
|
||
" y_pred = gpc.predict(X_circles)\n",
|
||
" accuracy = accuracy_score(y_circles, y_pred)\n",
|
||
" \n",
|
||
" results[name] = {\"model\": gpc, \"accuracy\": accuracy}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f8de5eae-a72b-4c21-8fe9-148b93ad36f1",
|
||
"metadata": {},
|
||
"source": [
|
||
"**2.5 Вывод результатов**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 97,
|
||
"id": "0449f6d6-430a-4740-bce8-4b249509b623",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"RBF(радиальной базисной функции) ядро - точность: 1.0000\n",
|
||
"DotProduct(скалярное произведение) ядро - точность: 0.5000\n",
|
||
"Matern(материнское) ядро - точность: 1.0000\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"# Вывод результатов\n",
|
||
"for name, res in results.items():\n",
|
||
" print(f\"{name} ядро - точность: {res['accuracy']:.4f}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 103,
|
||
"id": "c04edfd3-3d31-4a63-a512-4e883d6f778d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"def plot_decision_boundary(model, X, y, title):\n",
|
||
" # Сетка \n",
|
||
" x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n",
|
||
" y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n",
|
||
" xx, yy = np.meshgrid(np.linspace(x_min, x_max, 100), np.linspace(y_min, y_max, 100))\n",
|
||
" \n",
|
||
" # Предсказание \n",
|
||
" Z = model.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n",
|
||
" Z = Z.reshape(xx.shape)\n",
|
||
" \n",
|
||
" # Визуализация\n",
|
||
" plt.figure(figsize=(8, 6))\n",
|
||
" plt.contourf(xx, yy, Z, levels=20, cmap='coolwarm', alpha=0.8)\n",
|
||
" plt.scatter(X[:, 0], X[:, 1], c=y, cmap='coolwarm', edgecolors='k')\n",
|
||
" plt.title(f\"{title} (Accuracy: {accuracy_score(y, model.predict(X)):.4f})\")\n",
|
||
" plt.colorbar()\n",
|
||
" plt.show()\n",
|
||
"for name, res in results.items():\n",
|
||
" plot_decision_boundary(res[\"model\"], X_circles, y_circles, f\"GPC с {name} ядром\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4f9eb6cf-e8b4-4d72-874d-097716c70a1a",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Выводы**\n",
|
||
"\n",
|
||
"**RBF и Matern показывают идеальную точность (1.0000) на нелинейных данных (круги и полумесяцы).**\n",
|
||
"\n",
|
||
"**RBF - Лучший выбор для плавных изменений плотности.**\n",
|
||
"\n",
|
||
"**DotProduct точность: 0.5000 на кругах (не лучше случайного угадывания). точность: 0.8900 на полумесяцах (частично справляется).**\n",
|
||
"\n",
|
||
"**Причина: Линейное ядро не может описать сложные (нелинейные) границы.**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "dc2b7e06-08a1-4a6c-956d-086a612f1b6a",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"\n",
|
||
"**ДАЛЕЕ использования с реальным датасетом**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "05ad9178-db88-4cfa-b60a-b35ad5cfd436",
|
||
"metadata": {},
|
||
"source": [
|
||
"**2.1. Импорт библиотек**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 106,
|
||
"id": "a3360238-284c-4412-9d55-e13e904f6119",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import time\n",
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from sklearn.datasets import fetch_openml\n",
|
||
"from sklearn.gaussian_process import GaussianProcessClassifier\n",
|
||
"from sklearn.gaussian_process.kernels import RBF\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
|
||
"from sklearn.metrics import accuracy_score\n",
|
||
"from sklearn.decomposition import PCA"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6dcadbde-6ef7-4716-8687-582647882452",
|
||
"metadata": {},
|
||
"source": [
|
||
"**2.2. Получение данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 110,
|
||
"id": "9dae0ce8-b166-412b-9253-51eba670188b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Типы признаков перед обработкой:\n",
|
||
"attr1 category\n",
|
||
"attr2 category\n",
|
||
"attr3 category\n",
|
||
"attr4 category\n",
|
||
"attr5 category\n",
|
||
"attr6 category\n",
|
||
"dtype: object\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"magic = fetch_openml(data_id=334, as_frame=True) # MAGIC Gamma Telescope\n",
|
||
"X = magic.data\n",
|
||
"y = magic.target\n",
|
||
"\n",
|
||
"print(\"Типы признаков перед обработкой:\")\n",
|
||
"print(X.dtypes)\n",
|
||
"\n",
|
||
"for col in X.columns:\n",
|
||
" if X[col].dtype == 'object':\n",
|
||
" X[col] = pd.to_numeric(X[col], errors='coerce')\n",
|
||
"X = X.dropna()\n",
|
||
"\n",
|
||
"if y.dtype == 'object':\n",
|
||
" le = LabelEncoder()\n",
|
||
" y = le.fit_transform(y)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "39e08771-4b8d-40c7-99fc-001c50969ecd",
|
||
"metadata": {},
|
||
"source": [
|
||
"**2.3. Масштабирование данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 111,
|
||
"id": "fff2cfda-5c60-4948-bc7a-d0632c94ddd2",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(X)\n",
|
||
"\n",
|
||
"sample_size = min(1000, len(X))\n",
|
||
"X_small = X_scaled[:sample_size]\n",
|
||
"y_small = y[:sample_size]\n",
|
||
"\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(\n",
|
||
" X_small, y_small, test_size=0.3, random_state=42\n",
|
||
")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "0bcffe1d-49f7-49f2-ad7a-a790352af46f",
|
||
"metadata": {},
|
||
"source": [
|
||
"**2.4. Обучение модели.**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 113,
|
||
"id": "40b289d0-ca28-401c-a806-559a61a0d0f9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"kernel = RBF(length_scale=1.0)\n",
|
||
"gpc = GaussianProcessClassifier(kernel=kernel, random_state=42, max_iter_predict=20)\n",
|
||
"\n",
|
||
"start_time = time.time()\n",
|
||
"gpc.fit(X_train, y_train)\n",
|
||
"train_time = time.time() - start_time"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "7c98c4e3-4186-4f8f-8d39-3854c46b1886",
|
||
"metadata": {},
|
||
"source": [
|
||
"**2.5 Визуализация**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 115,
|
||
"id": "f93349ca-b1c3-4a15-badb-a4ab063612fd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Результаты:\n",
|
||
"Точность модели: 0.762\n",
|
||
"Время обучения: 0.46 сек\n",
|
||
"Использовано образцов: 601\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"y_pred = gpc.predict(X_test)\n",
|
||
"accuracy = accuracy_score(y_test, y_pred)\n",
|
||
"\n",
|
||
"print(f\"\\nРезультаты:\")\n",
|
||
"print(f\"Точность модели: {accuracy:.3f}\")\n",
|
||
"print(f\"Время обучения: {train_time:.2f} сек\")\n",
|
||
"print(f\"Использовано образцов: {sample_size}\")\n",
|
||
"\n",
|
||
"# 5. Визуализация через PCA\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"X_pca = pca.fit_transform(X_small)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"for label in np.unique(y_small):\n",
|
||
" plt.scatter(\n",
|
||
" X_pca[y_small == label, 0],\n",
|
||
" X_pca[y_small == label, 1],\n",
|
||
" label=f\"Класс {label}\",\n",
|
||
" alpha=0.7,\n",
|
||
" edgecolors='k'\n",
|
||
" )\n",
|
||
"\n",
|
||
"plt.title(\"MAGIC Gamma Telescope Data (PCA визуализация)\")\n",
|
||
"plt.xlabel(\"PCA 1\")\n",
|
||
"plt.ylabel(\"PCA 2\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(True)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ae3d8d46-8c7d-4308-9b67-eeff8141472c",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Выводы**\n",
|
||
"**GPC показал хорошую точность ~80% на тестовой выборке.Время обучения составило полсекунды (зависит от размера выборки). Однако GPC плохо масштабируется на большие датасеты (>2 тыс. образцов).**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "81e6faaa-fefa-4969-b428-68b5db53e877",
|
||
"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": "3.13.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|