From 4653818a92ba77ea559781acd6924fe5f4e4ee1f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=90=D1=80=D1=82=D1=91=D0=BC=20=D0=9F=D0=BB=D1=83=D0=B6?= =?UTF-8?q?=D0=BD=D0=B8=D0=BA=D0=BE=D0=B2?= Date: Sat, 17 May 2025 13:45:23 +0300 Subject: [PATCH] =?UTF-8?q?=D0=B7=D0=B0=D0=B4=D0=B0=D0=BD=D0=B8=D0=B5=20?= =?UTF-8?q?=D0=B2=D1=8B=D0=BF=D0=BE=D0=BB=D0=BD=D0=B5=D0=BD=D0=BE?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .ipynb_checkpoints/4laba-checkpoint.ipynb | 221 ++++++++++++++++++++++ 1 file changed, 221 insertions(+) create mode 100644 .ipynb_checkpoints/4laba-checkpoint.ipynb diff --git a/.ipynb_checkpoints/4laba-checkpoint.ipynb b/.ipynb_checkpoints/4laba-checkpoint.ipynb new file mode 100644 index 0000000..fd550fc --- /dev/null +++ b/.ipynb_checkpoints/4laba-checkpoint.ipynb @@ -0,0 +1,221 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "569c036e-c55b-47f1-8992-b4fe1350262b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество образцов: 569\n", + "Количество признаков: 30\n", + "\n", + "Классы: ['malignant' 'benign']\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Точность модели: 0.956\n", + "\n", + "Отчет о классификации:\n", + " precision recall f1-score support\n", + "\n", + " malignant 0.97 0.90 0.94 42\n", + " benign 0.95 0.99 0.97 72\n", + "\n", + " accuracy 0.96 114\n", + " macro avg 0.96 0.95 0.95 114\n", + "weighted avg 0.96 0.96 0.96 114\n", + "\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# %% [markdown]\n", + "## Классификация опухолей молочной железы с помощью MLPClassifier\n", + "\n", + "### Цель задачи\n", + "# Продемонстрировать работу нейронной сети MLPClassifier на встроенном медицинском датасете.\n", + "# Необходимо предсказать, является ли опухоль злокачественной или доброкачественной.\n", + "\n", + "# %%\n", + "# Импорт библиотек\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import load_breast_cancer\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score, ConfusionMatrixDisplay\n", + "\n", + "# %% [markdown]\n", + "### Загрузка и анализ данных\n", + "# %%\n", + "data = load_breast_cancer()\n", + "X = data.data\n", + "y = data.target\n", + "feature_names = data.feature_names\n", + "target_names = data.target_names\n", + "\n", + "df = pd.DataFrame(X, columns=feature_names)\n", + "df['target'] = y\n", + "df['class'] = df['target'].map({i: name for i, name in enumerate(target_names)})\n", + "\n", + "print(f\"Количество образцов: {X.shape[0]}\")\n", + "print(f\"Количество признаков: {X.shape[1]}\")\n", + "print(\"\\nКлассы:\", target_names)\n", + "\n", + "# Распределение классов\n", + "plt.figure(figsize=(6, 4))\n", + "df['class'].value_counts().plot(kind='bar')\n", + "plt.title(\"Распределение классов\")\n", + "plt.ylabel(\"Количество\")\n", + "plt.xticks(rotation=0)\n", + "plt.show()\n", + "\n", + "# %% [markdown]\n", + "### Подготовка данных\n", + "# %%\n", + "# Разделение на обучающую и тестовую выборки\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42, stratify=y)\n", + "\n", + "# Масштабирование\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "\n", + "# %% [markdown]\n", + "### Обучение модели\n", + "# %%\n", + "mlp = MLPClassifier(hidden_layer_sizes=(50, 30),\n", + " activation='relu',\n", + " solver='adam',\n", + " max_iter=1000,\n", + " random_state=42,\n", + " early_stopping=True,\n", + " validation_fraction=0.1)\n", + "\n", + "mlp.fit(X_train_scaled, y_train)\n", + "\n", + "# %% [markdown]\n", + "### Оценка модели\n", + "# %%\n", + "y_pred = mlp.predict(X_test_scaled)\n", + "\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(f\"Точность модели: {accuracy:.3f}\")\n", + "\n", + "print(\"\\nОтчет о классификации:\")\n", + "print(classification_report(y_test, y_pred, target_names=target_names))\n", + "\n", + "# Матрица ошибок\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=target_names)\n", + "disp.plot(cmap=plt.cm.Blues)\n", + "plt.title(\"Матрица ошибок\")\n", + "plt.show()\n", + "\n", + "# Кривая обучения\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(mlp.loss_curve_, label=\"Ошибка на обучении\")\n", + "if hasattr(mlp, 'validation_scores_'):\n", + " plt.plot(mlp.validation_scores_, label=\"Оценка на валидации\")\n", + "plt.xlabel(\"Итерации\")\n", + "plt.ylabel(\"Ошибка\")\n", + "plt.title(\"Кривая обучения\")\n", + "plt.grid()\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "# %% [markdown]\n", + "### Интерпретация результатов\n", + "# %%\n", + "if hasattr(mlp, 'coefs_'):\n", + " importance = np.abs(mlp.coefs_[0]).sum(axis=1)\n", + " sorted_idx = np.argsort(importance)[::-1]\n", + "\n", + " plt.figure(figsize=(12, 6))\n", + " plt.bar(range(X.shape[1]), importance[sorted_idx])\n", + " plt.xticks(range(X.shape[1]), feature_names[sorted_idx], rotation=90)\n", + " plt.title(\"Важность признаков (по весам в первом слое MLP)\")\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# %% [markdown]\n", + "### Выводы\n", + "# 1. Модель показала высокую точность (>95%) на тестовой выборке.\n", + "# 2. Наиболее важные признаки касаются размера и текстуры опухоли.\n", + "# 3. Кривая обучения показывает хорошую сходимость и стабильность.\n", + "# 4. Можно улучшать модель, изменяя архитектуру или используя подбор гиперпараметров.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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 +}