From 48fbdb2760148237e133670824bb5b0ed99084cf Mon Sep 17 00:00:00 2001 From: stud203998 Date: Sat, 2 May 2026 02:26:39 +0300 Subject: [PATCH] Done version --- .ipynb_checkpoints/week4_s-checkpoint.ipynb | 503 +++++++++++++++++++ week4_s.ipynb | 508 ++++++++++++++++++++ 2 files changed, 1011 insertions(+) create mode 100644 .ipynb_checkpoints/week4_s-checkpoint.ipynb create mode 100644 week4_s.ipynb diff --git a/.ipynb_checkpoints/week4_s-checkpoint.ipynb b/.ipynb_checkpoints/week4_s-checkpoint.ipynb new file mode 100644 index 0000000..22d5448 --- /dev/null +++ b/.ipynb_checkpoints/week4_s-checkpoint.ipynb @@ -0,0 +1,503 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "9372f73b-a804-4fed-bdda-ec7367d29860", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 10\n", + " 1 1.00 0.91 0.95 11\n", + " 2 0.90 1.00 0.95 9\n", + "\n", + " accuracy 0.97 30\n", + " macro avg 0.97 0.97 0.97 30\n", + "weighted avg 0.97 0.97 0.97 30\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:785: 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": "ee548658-e4d1-4ec2-b7e8-6edd9717a81f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.00 0.00 0.00 12\n", + " 1 0.00 0.00 0.00 13\n", + " 2 0.28 1.00 0.43 5\n", + "\n", + " accuracy 0.17 30\n", + " macro avg 0.09 0.33 0.14 30\n", + "weighted avg 0.05 0.17 0.07 30\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:785: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n", + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1833: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n", + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1833: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n", + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1833: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\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": "e15a6bed-187b-48e5-8a7b-26d57bf16967", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 12\n", + " 1 0.93 1.00 0.96 13\n", + " 2 1.00 0.80 0.89 5\n", + "\n", + " accuracy 0.97 30\n", + " macro avg 0.98 0.93 0.95 30\n", + "weighted avg 0.97 0.97 0.97 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": "code", + "execution_count": 12, + "id": "fed94289-7b97-4c51-99f2-8b8ee1f52195", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 1.1 Импорт библиотек\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import make_moons\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.inspection import DecisionBoundaryDisplay\n", + "\n", + "# Параметры для графиков\n", + "plot_colors = \"br\"\n", + "plot_step = 0.02\n", + "class_names = \"AB\"\n", + "#1.2 Генерация данных\n", + "X, y = make_moons(n_samples=500, noise=0.15, random_state=42)\n", + "\n", + "# Визуализация исходных данных\n", + "plt.figure(figsize=(8, 6))\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.scatter(X[y == i, 0], X[y == i, 1],\n", + " c=c, edgecolor='k', label=f'Класс {n}', s=30)\n", + "plt.title(\"Сгенерированный датасет make_moons\")\n", + "plt.xlabel(\"Признак 1\")\n", + "plt.ylabel(\"Признак 2\")\n", + "plt.legend()\n", + "plt.show()\n", + "bdt = AdaBoostClassifier(\n", + " DecisionTreeClassifier(max_depth=1),\n", + " n_estimators=200\n", + ")\n", + "bdt.fit(X, y)\n", + "\n", + "# 1.4 Визуализация границы решений и decision scores\n", + "fig = plt.figure(figsize=(12, 5))\n", + "\n", + "# Граница решений\n", + "ax1 = plt.subplot(121)\n", + "disp = DecisionBoundaryDisplay.from_estimator(\n", + " bdt, X, cmap=plt.cm.Paired,\n", + " response_method=\"predict\",\n", + " ax=ax1, xlabel=\"Признак 1\", ylabel=\"Признак 2\"\n", + ")\n", + "x_min, x_max = disp.xx0.min(), disp.xx0.max()\n", + "y_min, y_max = disp.xx1.min(), disp.xx1.max()\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.scatter(X[y == i, 0], X[y == i, 1],\n", + " c=c, edgecolor='k', label=f'Класс {n}', s=30)\n", + "plt.xlim(x_min, x_max)\n", + "plt.ylim(y_min, y_max)\n", + "plt.legend(loc=\"upper right\")\n", + "plt.title(\"Граница решений AdaBoost\")\n", + "\n", + "# Распределение decision scores\n", + "ax2 = plt.subplot(122)\n", + "decision_scores = bdt.decision_function(X)\n", + "score_range = (decision_scores.min(), decision_scores.max())\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.hist(decision_scores[y == i],\n", + " bins=15, range=score_range,\n", + " facecolor=c, label=f'Класс {n}',\n", + " alpha=0.5, edgecolor='k')\n", + "plt.xlabel(\"Decision Score\")\n", + "plt.ylabel(\"Количество объектов\")\n", + "plt.title(\"Распределение decision scores\")\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6283b0ad-8381-4406-8137-64745951f85b", + "metadata": {}, + "source": [ + "## Самостоятельное задание: Two‑Class AdaBoost\n", + "\n", + "**Цель задачи:** \n", + "Продемонстрировать работу алгоритма `AdaBoostClassifier` с базовыми решающими пнями (`DecisionTreeClassifier(max_depth=1)`) для бинарной классификации. \n", + "\n", + "1. **Сгенерированный датасет**: `make_moons` — два нелинейно разделимых полумесяца. \n", + "2. **Реальный датасет**: German Credit Data (credit‑g) из репозитория OpenML. \n", + "\n", + "Для каждой части:\n", + "- обучить AdaBoost,\n", + "- построить границу решений (или аппроксимацию) и распределение decision scores,\n", + "- интерпретировать результаты.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "38f37a63-057a-48c2-9f49-3571767ce6fc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import make_moons\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.inspection import DecisionBoundaryDisplay\n", + "\n", + "# Параметры для графиков\n", + "plot_colors = \"br\"\n", + "plot_step = 0.02\n", + "class_names = \"AB\"\n", + "\n", + "#Генерация данных\n", + "X, y = make_moons(n_samples=500, noise=0.15, random_state=42)\n", + "\n", + "# 1.4 Визуализация границы решений и decision scores\n", + "fig = plt.figure(figsize=(12, 5))\n", + "\n", + "# Граница решений\n", + "ax1 = plt.subplot(121)\n", + "disp = DecisionBoundaryDisplay.from_estimator(\n", + " bdt, X, cmap=plt.cm.Paired,\n", + " response_method=\"predict\",\n", + " ax=ax1, xlabel=\"Признак 1\", ylabel=\"Признак 2\"\n", + ")\n", + "x_min, x_max = disp.xx0.min(), disp.xx0.max()\n", + "y_min, y_max = disp.xx1.min(), disp.xx1.max()\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.scatter(X[y == i, 0], X[y == i, 1],\n", + " c=c, edgecolor='k', label=f'Класс {n}', s=30)\n", + "plt.xlim(x_min, x_max)\n", + "plt.ylim(y_min, y_max)\n", + "plt.legend(loc=\"upper right\")\n", + "plt.title(\"Граница решений AdaBoost\")\n", + "\n", + "# Распределение decision scores\n", + "ax2 = plt.subplot(122)\n", + "decision_scores = bdt.decision_function(X)\n", + "score_range = (decision_scores.min(), decision_scores.max())\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.hist(decision_scores[y == i],\n", + " bins=15, range=score_range,\n", + " facecolor=c, label=f'Класс {n}',\n", + " alpha=0.5, edgecolor='k')\n", + "plt.xlabel(\"Decision Score\")\n", + "plt.ylabel(\"Количество объектов\")\n", + "plt.title(\"Распределение decision scores\")\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "dff50751-a53e-4bf3-b0fe-c6872b7b4d4f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Форма данных: (1000, 20)\n", + "Классы: ['good', 'bad']\n", + "Categories (2, str): ['good' < 'bad']\n", + "Accuracy на тесте: 0.79\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.69 0.53 0.60 59\n", + " 1 0.82 0.90 0.86 141\n", + "\n", + " accuracy 0.79 200\n", + " macro avg 0.75 0.71 0.73 200\n", + "weighted avg 0.78 0.79 0.78 200\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 2.1 Импорт библиотек и загрузка данных через OpenML\n", + "import pandas as pd\n", + "import openml\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.metrics import classification_report, accuracy_score\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Загружаем German Credit dataset (ID = 31)\n", + "dataset = openml.datasets.get_dataset(31, version=1)\n", + "X_full, y_full, categorical_indicator, attribute_names = dataset.get_data(\n", + " target=dataset.default_target_attribute\n", + ")\n", + "\n", + "# Быстрый обзор\n", + "print(\"Форма данных:\", X_full.shape)\n", + "print(\"Классы:\", y_full.unique())\n", + "X_full.head()\n", + "# 2.2 Препроцессинг\n", + "# Отбираем числовые и категориальные колонки\n", + "num_cols = X_full.select_dtypes(include=['float64', 'int64']).columns.tolist()\n", + "cat_cols = X_full.select_dtypes(include=['object', 'category']).columns.tolist()\n", + "\n", + "# Создаём трансформер: кодируем категории и масштабируем числа\n", + "preprocessor = ColumnTransformer(\n", + " transformers=[\n", + " ('num', StandardScaler(), num_cols),\n", + " ('cat', OneHotEncoder(handle_unknown='ignore'), cat_cols)\n", + " ])\n", + "\n", + "# Целевая переменная уже бинарная ('good'/'bad'), перекодируем в 0/1\n", + "y = y_full.map({'bad': 0, 'good': 1})\n", + "\n", + "# Разбиваем на train/test\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X_full, y, test_size=0.2, random_state=42\n", + ")\n", + "pipeline = Pipeline([\n", + " ('preprocessor', preprocessor),\n", + " ('classifier', AdaBoostClassifier(\n", + " DecisionTreeClassifier(max_depth=1),\n", + " n_estimators=200\n", + " ))\n", + "])\n", + "\n", + "pipeline.fit(X_train, y_train)\n", + "\n", + "# Предсказание и оценка\n", + "y_pred = pipeline.predict(X_test)\n", + "print(\"Accuracy на тесте:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred))\n", + "\n", + "# 2.4 Визуализация: важность признаков и decision scores\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 1) Важность признаков (feature_importances_)\n", + "importances = pipeline.named_steps['classifier'].feature_importances_\n", + "# Получаем имена признаков после OneHotEncoding\n", + "cat_encoder = pipeline.named_steps['preprocessor'].named_transformers_['cat']\n", + "cat_feature_names = cat_encoder.get_feature_names_out(cat_cols)\n", + "all_feature_names = num_cols + list(cat_feature_names)\n", + "\n", + "# Сортируем по важности\n", + "indices = np.argsort(importances)[::-1]\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.title(\"Важность признаков (AdaBoost на credit‑g)\")\n", + "plt.bar(range(len(importances)), importances[indices], align=\"center\")\n", + "plt.xticks(range(len(importances)), [all_feature_names[i] for i in indices], rotation=90)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# 2) Гистограмма decision scores на тесте\n", + "X_test_processed = pipeline.named_steps['preprocessor'].transform(X_test)\n", + "scores = pipeline.named_steps['classifier'].decision_function(X_test_processed)\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "for label, color, name in [(0, 'red', 'Bad'), (1, 'blue', 'Good')]:\n", + " plt.hist(scores[y_test == label], bins=20, alpha=0.5,\n", + " color=color, label=name, edgecolor='k')\n", + "plt.xlabel(\"Decision Score\")\n", + "plt.ylabel(\"Количество\")\n", + "plt.legend()\n", + "plt.title(\"Распределение decision scores на тестовой выборке\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "66f8aebc-dcc6-48a8-ba71-2b10ea2264aa", + "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 +} diff --git a/week4_s.ipynb b/week4_s.ipynb new file mode 100644 index 0000000..cc717c3 --- /dev/null +++ b/week4_s.ipynb @@ -0,0 +1,508 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "9372f73b-a804-4fed-bdda-ec7367d29860", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 10\n", + " 1 1.00 0.91 0.95 11\n", + " 2 0.90 1.00 0.95 9\n", + "\n", + " accuracy 0.97 30\n", + " macro avg 0.97 0.97 0.97 30\n", + "weighted avg 0.97 0.97 0.97 30\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:785: 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": "ee548658-e4d1-4ec2-b7e8-6edd9717a81f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.00 0.00 0.00 12\n", + " 1 0.00 0.00 0.00 13\n", + " 2 0.28 1.00 0.43 5\n", + "\n", + " accuracy 0.17 30\n", + " macro avg 0.09 0.33 0.14 30\n", + "weighted avg 0.05 0.17 0.07 30\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:785: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n", + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1833: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n", + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1833: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\n", + "C:\\Users\\user\\Desktop\\zadanie4\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1833: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", result.shape[0])\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": "e15a6bed-187b-48e5-8a7b-26d57bf16967", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 12\n", + " 1 0.93 1.00 0.96 13\n", + " 2 1.00 0.80 0.89 5\n", + "\n", + " accuracy 0.97 30\n", + " macro avg 0.98 0.93 0.95 30\n", + "weighted avg 0.97 0.97 0.97 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": "code", + "execution_count": 12, + "id": "fed94289-7b97-4c51-99f2-8b8ee1f52195", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 1.1 Импорт библиотек\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import make_moons\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.inspection import DecisionBoundaryDisplay\n", + "\n", + "# Параметры для графиков\n", + "plot_colors = \"br\"\n", + "plot_step = 0.02\n", + "class_names = \"AB\"\n", + "#1.2 Генерация данных\n", + "X, y = make_moons(n_samples=500, noise=0.15, random_state=42)\n", + "\n", + "# Визуализация исходных данных\n", + "plt.figure(figsize=(8, 6))\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.scatter(X[y == i, 0], X[y == i, 1],\n", + " c=c, edgecolor='k', label=f'Класс {n}', s=30)\n", + "plt.title(\"Сгенерированный датасет make_moons\")\n", + "plt.xlabel(\"Признак 1\")\n", + "plt.ylabel(\"Признак 2\")\n", + "plt.legend()\n", + "plt.show()\n", + "bdt = AdaBoostClassifier(\n", + " DecisionTreeClassifier(max_depth=1),\n", + " n_estimators=200\n", + ")\n", + "bdt.fit(X, y)\n", + "\n", + "# 1.4 Визуализация границы решений и decision scores\n", + "fig = plt.figure(figsize=(12, 5))\n", + "\n", + "# Граница решений\n", + "ax1 = plt.subplot(121)\n", + "disp = DecisionBoundaryDisplay.from_estimator(\n", + " bdt, X, cmap=plt.cm.Paired,\n", + " response_method=\"predict\",\n", + " ax=ax1, xlabel=\"Признак 1\", ylabel=\"Признак 2\"\n", + ")\n", + "x_min, x_max = disp.xx0.min(), disp.xx0.max()\n", + "y_min, y_max = disp.xx1.min(), disp.xx1.max()\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.scatter(X[y == i, 0], X[y == i, 1],\n", + " c=c, edgecolor='k', label=f'Класс {n}', s=30)\n", + "plt.xlim(x_min, x_max)\n", + "plt.ylim(y_min, y_max)\n", + "plt.legend(loc=\"upper right\")\n", + "plt.title(\"Граница решений AdaBoost\")\n", + "\n", + "# Распределение decision scores\n", + "ax2 = plt.subplot(122)\n", + "decision_scores = bdt.decision_function(X)\n", + "score_range = (decision_scores.min(), decision_scores.max())\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.hist(decision_scores[y == i],\n", + " bins=15, range=score_range,\n", + " facecolor=c, label=f'Класс {n}',\n", + " alpha=0.5, edgecolor='k')\n", + "plt.xlabel(\"Decision Score\")\n", + "plt.ylabel(\"Количество объектов\")\n", + "plt.title(\"Распределение decision scores\")\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6283b0ad-8381-4406-8137-64745951f85b", + "metadata": {}, + "source": [ + "## Самостоятельное задание: Two‑Class AdaBoost\n", + "\n", + "**Цель задачи:** \n", + "Продемонстрировать работу алгоритма `AdaBoostClassifier` с базовыми решающими пнями (`DecisionTreeClassifier(max_depth=1)`) для бинарной классификации. \n", + "\n", + "1. **Сгенерированный датасет**: `make_moons` — два нелинейно разделимых полумесяца. \n", + "2. **Реальный датасет**: German Credit Data (credit‑g) из репозитория OpenML. \n", + "\n", + "Для каждой части:\n", + "- обучить AdaBoost,\n", + "- построить границу решений (или аппроксимацию) и распределение decision scores,\n", + "- интерпретировать результаты.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "38f37a63-057a-48c2-9f49-3571767ce6fc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import make_moons\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.inspection import DecisionBoundaryDisplay\n", + "\n", + "# Параметры для графиков\n", + "plot_colors = \"br\"\n", + "plot_step = 0.02\n", + "class_names = \"AB\"\n", + "\n", + "#Генерация данных\n", + "X, y = make_moons(n_samples=500, noise=0.15, random_state=42)\n", + "\n", + "# 1.4 Визуализация границы решений и decision scores\n", + "fig = plt.figure(figsize=(12, 5))\n", + "\n", + "# Граница решений\n", + "ax1 = plt.subplot(121)\n", + "disp = DecisionBoundaryDisplay.from_estimator(\n", + " bdt, X, cmap=plt.cm.Paired,\n", + " response_method=\"predict\",\n", + " ax=ax1, xlabel=\"Признак 1\", ylabel=\"Признак 2\"\n", + ")\n", + "x_min, x_max = disp.xx0.min(), disp.xx0.max()\n", + "y_min, y_max = disp.xx1.min(), disp.xx1.max()\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.scatter(X[y == i, 0], X[y == i, 1],\n", + " c=c, edgecolor='k', label=f'Класс {n}', s=30)\n", + "plt.xlim(x_min, x_max)\n", + "plt.ylim(y_min, y_max)\n", + "plt.legend(loc=\"upper right\")\n", + "plt.title(\"Граница решений AdaBoost\")\n", + "\n", + "# Распределение decision scores\n", + "ax2 = plt.subplot(122)\n", + "decision_scores = bdt.decision_function(X)\n", + "score_range = (decision_scores.min(), decision_scores.max())\n", + "for i, n, c in zip(range(2), class_names, plot_colors):\n", + " plt.hist(decision_scores[y == i],\n", + " bins=15, range=score_range,\n", + " facecolor=c, label=f'Класс {n}',\n", + " alpha=0.5, edgecolor='k')\n", + "plt.xlabel(\"Decision Score\")\n", + "plt.ylabel(\"Количество объектов\")\n", + "plt.title(\"Распределение decision scores\")\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "dff50751-a53e-4bf3-b0fe-c6872b7b4d4f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Форма данных: (1000, 20)\n", + "Классы: ['good', 'bad']\n", + "Categories (2, str): ['good' < 'bad']\n", + "Accuracy на тесте: 0.79\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.69 0.53 0.60 59\n", + " 1 0.82 0.90 0.86 141\n", + "\n", + " accuracy 0.79 200\n", + " macro avg 0.75 0.71 0.73 200\n", + "weighted avg 0.78 0.79 0.78 200\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 2.1 Импорт библиотек и загрузка данных через OpenML\n", + "import pandas as pd\n", + "import openml\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.metrics import classification_report, accuracy_score\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Загружаем German Credit dataset (ID = 31)\n", + "dataset = openml.datasets.get_dataset(31, version=1)\n", + "X_full, y_full, categorical_indicator, attribute_names = dataset.get_data(\n", + " target=dataset.default_target_attribute\n", + ")\n", + "\n", + "# Быстрый обзор\n", + "print(\"Форма данных:\", X_full.shape)\n", + "print(\"Классы:\", y_full.unique())\n", + "X_full.head()\n", + "# 2.2 Препроцессинг\n", + "# Отбираем числовые и категориальные колонки\n", + "num_cols = X_full.select_dtypes(include=['float64', 'int64']).columns.tolist()\n", + "cat_cols = X_full.select_dtypes(include=['object', 'category']).columns.tolist()\n", + "\n", + "# Создаём трансформер: кодируем категории и масштабируем числа\n", + "preprocessor = ColumnTransformer(\n", + " transformers=[\n", + " ('num', StandardScaler(), num_cols),\n", + " ('cat', OneHotEncoder(handle_unknown='ignore'), cat_cols)\n", + " ])\n", + "\n", + "# Целевая переменная уже бинарная ('good'/'bad'), перекодируем в 0/1\n", + "y = y_full.map({'bad': 0, 'good': 1})\n", + "\n", + "# Разбиваем на train/test\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X_full, y, test_size=0.2, random_state=42\n", + ")\n", + "pipeline = Pipeline([\n", + " ('preprocessor', preprocessor),\n", + " ('classifier', AdaBoostClassifier(\n", + " DecisionTreeClassifier(max_depth=1),\n", + " n_estimators=200\n", + " ))\n", + "])\n", + "\n", + "pipeline.fit(X_train, y_train)\n", + "\n", + "# Предсказание и оценка\n", + "y_pred = pipeline.predict(X_test)\n", + "print(\"Accuracy на тесте:\", accuracy_score(y_test, y_pred))\n", + "print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred))\n", + "\n", + "# 2.4 Визуализация: важность признаков и decision scores\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 1) Важность признаков (feature_importances_)\n", + "importances = pipeline.named_steps['classifier'].feature_importances_\n", + "# Получаем имена признаков после OneHotEncoding\n", + "cat_encoder = pipeline.named_steps['preprocessor'].named_transformers_['cat']\n", + "cat_feature_names = cat_encoder.get_feature_names_out(cat_cols)\n", + "all_feature_names = num_cols + list(cat_feature_names)\n", + "\n", + "# Сортируем по важности\n", + "indices = np.argsort(importances)[::-1]\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.title(\"Важность признаков (AdaBoost на credit‑g)\")\n", + "plt.bar(range(len(importances)), importances[indices], align=\"center\")\n", + "plt.xticks(range(len(importances)), [all_feature_names[i] for i in indices], rotation=90)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# 2) Гистограмма decision scores на тесте\n", + "X_test_processed = pipeline.named_steps['preprocessor'].transform(X_test)\n", + "scores = pipeline.named_steps['classifier'].decision_function(X_test_processed)\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "for label, color, name in [(0, 'red', 'Bad'), (1, 'blue', 'Good')]:\n", + " plt.hist(scores[y_test == label], bins=20, alpha=0.5,\n", + " color=color, label=name, edgecolor='k')\n", + "plt.xlabel(\"Decision Score\")\n", + "plt.ylabel(\"Количество\")\n", + "plt.legend()\n", + "plt.title(\"Распределение decision scores на тестовой выборке\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "66f8aebc-dcc6-48a8-ba71-2b10ea2264aa", + "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": "3.13.3 (tags/v3.13.3:6280bb5, Apr 8 2025, 14:47:33) [MSC v.1943 64 bit (AMD64)]" + }, + "vscode": { + "interpreter": { + "hash": "faf7dc01f7e68a8aa7257a9b44103751929ccc8a569411305959d43c2c0a5bb6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}