238 lines
120 KiB
Plaintext
238 lines
120 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "13783f38-056a-4ec7-aaff-fa6c6bc85761",
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"metadata": {},
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"source": [
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"Цель: \n",
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"\n",
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"Продемонстрировать, как различные онлайн-алгоритмы машинного обучения работают на наборе данных digits из библиотеки scikit-learn. \n",
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"Задача: \n",
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"\n",
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" Классификация рукописных цифр (0–9).\n",
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" Сравнение алгоритмов при разных долях обучающей/тестовой выборок.\n",
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" Построение графика зависимости ошибки от размера обучающей выборки.\n",
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" \n",
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"\n",
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"Используемые алгоритмы: \n",
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"\n",
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" SGDClassifier\n",
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" ASGDClassifier (усреднённый SGD)\n",
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" Perceptron\n",
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" PassiveAggressiveClassifier I / II\n",
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" LogisticRegression с SAG-оптимизатором\n",
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" \n",
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"\n",
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"Источник данных: \n",
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"\n",
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" Датасет: sklearn.datasets.load_digits() — содержит ~1800 изображений рукописных цифр (размер каждого изображения — 8x8 пикселей).\n",
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" "
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]
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},
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{
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"cell_type": "markdown",
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"id": "e9025640-70d9-4d05-af1b-6e4001a2580b",
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"metadata": {},
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"source": [
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"Препроцессинг данных"
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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": 1,
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"id": "c58677a8-2837-4de8-847f-9e9071b3f112",
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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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"Форма данных: (1797, 64)\n",
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"Количество классов: 10\n"
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]
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}
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],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"\n",
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"from sklearn import datasets\n",
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"from sklearn.linear_model import (\n",
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" LogisticRegression,\n",
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" PassiveAggressiveClassifier,\n",
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" Perceptron,\n",
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" SGDClassifier,\n",
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")\n",
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"from sklearn.model_selection import train_test_split\n",
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"\n",
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"# Доли тестовой выборки\n",
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"heldout = [0.95, 0.90, 0.75, 0.50, 0.01]\n",
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"\n",
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"# Число повторений для усреднения\n",
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"rounds = 10\n",
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"\n",
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"# Загрузка данных\n",
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"X, y = datasets.load_digits(return_X_y=True)\n",
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"\n",
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"print(\"Форма данных:\", X.shape)\n",
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"print(\"Количество классов:\", len(np.unique(y)))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3eb2a945-6e1e-49a0-b6b2-84ef3c7eba4c",
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"metadata": {},
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"source": [
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"Обучение модели"
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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": 2,
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"id": "8fff5c5c-9a15-496b-9ad4-da8a6eb7a31a",
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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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"Обучение модели: SGD\n",
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"Обучение модели: ASGD\n",
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"Обучение модели: Perceptron\n",
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"Обучение модели: Passive-Aggressive I\n",
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"Обучение модели: Passive-Aggressive II\n",
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"Обучение модели: SAG\n"
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]
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}
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],
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"source": [
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"# Список моделей для сравнения\n",
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"classifiers = [\n",
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" (\"SGD\", SGDClassifier(max_iter=110)),\n",
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" (\"ASGD\", SGDClassifier(max_iter=110, average=True)),\n",
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" (\"Perceptron\", Perceptron(max_iter=110)),\n",
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" (\"Passive-Aggressive I\", PassiveAggressiveClassifier(\n",
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" max_iter=110, loss=\"hinge\", C=1.0, tol=1e-4)),\n",
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" (\"Passive-Aggressive II\", PassiveAggressiveClassifier(\n",
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" max_iter=110, loss=\"squared_hinge\", C=1.0, tol=1e-4)),\n",
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" (\"SAG\", LogisticRegression(\n",
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" max_iter=110, solver=\"sag\", tol=1e-1, C=1.0e4 / X.shape[0])),\n",
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"]\n",
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"\n",
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"xx = 1.0 - np.array(heldout) # пропорции обучающей выборки\n",
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"\n",
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"results = {}\n",
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"\n",
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"# Цикл по всем моделям\n",
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"for name, clf in classifiers:\n",
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" print(f\"Обучение модели: {name}\")\n",
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" yy = []\n",
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" for i in heldout:\n",
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" errors = []\n",
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" for r in range(rounds):\n",
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" # Разделение выборки\n",
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" X_train, X_test, y_train, y_test = train_test_split(\n",
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" X, y, test_size=i, random_state=np.random.RandomState(42)\n",
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" )\n",
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" # Обучение\n",
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" clf.fit(X_train, y_train)\n",
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" # Предсказание\n",
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" y_pred = clf.predict(X_test)\n",
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" # Вычисление ошибки\n",
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" error_rate = 1 - np.mean(y_pred == y_test)\n",
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" errors.append(error_rate)\n",
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" yy.append(np.mean(errors))\n",
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" results[name] = yy"
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]
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},
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{
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"cell_type": "markdown",
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"id": "daf68ee8-d0dc-496d-82d9-f65e2b94db7c",
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"metadata": {},
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"source": [
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"Визуализация результатов"
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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": 3,
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"id": "e77a5e48-942e-4125-9706-cec8575cfa61",
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"metadata": {},
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"outputs": [
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{
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"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",
|
||
"\n",
|
||
"for name, values in results.items():\n",
|
||
" plt.plot(xx, values, label=name)\n",
|
||
"\n",
|
||
"plt.legend(loc=\"upper right\")\n",
|
||
"plt.xlabel(\"Доля обучающей выборки\")\n",
|
||
"plt.ylabel(\"Ошибка на тесте\")\n",
|
||
"plt.title(\"Сравнение онлайн-алгоритмов на наборе данных digits\")\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c6d3045d-346b-4dbd-a907-48a3cc2cc965",
|
||
"metadata": {},
|
||
"source": [
|
||
"Интерпретация результатов \n",
|
||
"\n",
|
||
"На графике показана зависимость ошибки на тестовой выборке от доли обучающих данных для каждой модели. \n",
|
||
"Что можно заметить: \n",
|
||
"\n",
|
||
" SGDClassifier : работает хорошо при большом количестве данных, но менее стабильно при малых объёмах.\n",
|
||
" ASGDClassifier : более стабильный за счёт усреднения весов.\n",
|
||
" Perceptron : простой и быстрый, но может не достигать высокой точности.\n",
|
||
" PassiveAggressive I/II : реагируют только на ошибки, хорошо подходят для потокового обучения.\n",
|
||
" SAG (логистическая регрессия) : показывает хорошую точность при достаточном объёме данных.\n",
|
||
" \n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "16f05f88-1155-412c-9b66-68b5b04836e8",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"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": "3.12.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|