150 lines
193 KiB
Plaintext
150 lines
193 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "569c036e-c55b-47f1-8992-b4fe1350262b",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x1000 with 16 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Accuracy: 1.0\n",
|
||
"\n",
|
||
"Classification Report:\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" setosa 1.00 1.00 1.00 10\n",
|
||
" versicolor 1.00 1.00 1.00 9\n",
|
||
" virginica 1.00 1.00 1.00 11\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",
|
||
"\n",
|
||
"Confusion Matrix:\n",
|
||
"[[10 0 0]\n",
|
||
" [ 0 9 0]\n",
|
||
" [ 0 0 11]]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# %% [markdown]\n",
|
||
"## Классификация ирисов с помощью многослойного перцептрона\n",
|
||
"\n",
|
||
"### Цель задачи\n",
|
||
"# Цель - продемонстрировать работу нейронной сети MLPClassifier на встроенном датасете iris.\n",
|
||
"# Необходимо предсказать вид ириса по его характеристикам.\n",
|
||
"\n",
|
||
"# %% [markdown]\n",
|
||
"### Препроцессинг\n",
|
||
"from sklearn.datasets import load_iris\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Загрузка данных\n",
|
||
"iris = load_iris()\n",
|
||
"X = iris.data\n",
|
||
"y = iris.target\n",
|
||
"feature_names = iris.feature_names\n",
|
||
"target_names = iris.target_names\n",
|
||
"\n",
|
||
"# Визуализация данных\n",
|
||
"iris_df = pd.DataFrame(X, columns=feature_names)\n",
|
||
"iris_df['target'] = y\n",
|
||
"pd.plotting.scatter_matrix(iris_df.iloc[:, :4], c=y, figsize=(10, 10))\n",
|
||
"plt.suptitle('Scatter matrix of iris dataset', y=1.08)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Разделение данных\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
|
||
"\n",
|
||
"# Масштабирование данных\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_train = scaler.fit_transform(X_train)\n",
|
||
"X_test = scaler.transform(X_test)\n",
|
||
"\n",
|
||
"# %% [markdown]\n",
|
||
"### Обучение модели\n",
|
||
"from sklearn.neural_network import MLPClassifier\n",
|
||
"from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n",
|
||
"\n",
|
||
"# Создание и обучение модели\n",
|
||
"mlp = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=1000, random_state=42)\n",
|
||
"mlp.fit(X_train, y_train)\n",
|
||
"\n",
|
||
"# %% [markdown]\n",
|
||
"### Результаты\n",
|
||
"# Предсказания на тестовых данных\n",
|
||
"y_pred = mlp.predict(X_test)\n",
|
||
"\n",
|
||
"# Оценка модели\n",
|
||
"print(\"Accuracy:\", accuracy_score(y_test, y_pred))\n",
|
||
"print(\"\\nClassification Report:\")\n",
|
||
"print(classification_report(y_test, y_pred, target_names=target_names))\n",
|
||
"print(\"\\nConfusion Matrix:\")\n",
|
||
"print(confusion_matrix(y_test, y_pred))\n",
|
||
"\n",
|
||
"# Визуализация кривой обучения\n",
|
||
"plt.plot(mlp.loss_curve_)\n",
|
||
"plt.title(\"Loss Curve During Training\")\n",
|
||
"plt.xlabel(\"Iterations\")\n",
|
||
"plt.ylabel(\"Loss\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# %% [markdown]\n",
|
||
"### Интерпретация результатов\n",
|
||
"# Модель показывает высокую точность (accuracy) на тестовой выборке.\n",
|
||
"# Кривая обучения демонстрирует стабильное уменьшение функции потерь.\n",
|
||
"# Матрица путаницы показывает, что модель хорошо справляется с классификацией всех трех видов ирисов."
|
||
]
|
||
}
|
||
],
|
||
"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
|
||
}
|