103 lines
88 KiB
Plaintext
103 lines
88 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 5,
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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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tmk/nXv8/AJVgTpBSgiriGAQBl+ikP0TNSwKrvu2LLgMmPNj5L4Djh97ptSx5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\nJ3Dx5IXezydu/TXe/0cJcyKAdW0tkk4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XH/qVopV3IqJI+8ejj+PauY95zYkNBwUcePKp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\nnEhOFHFSXNtfvDem5cr6Tb6uGZWhK4/J2GeRrD7dXPrZsTk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SseUkbNnn2m00hNBQWPv14nPfgrFXzzSfwbFyeNGdl68eq/qSEzR35P5t7P+zJzVNH7EL1xwa22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\ntt2FKTpj8gjdOedcfbK+gz5Z30F3v95P3e4eqe8LU+u/QAAvLO4m74kD7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|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x11091f438>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"accuracy on test set: 0.880000\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import mglearn\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"from sklearn.ensemble import RandomForestClassifier\n",
|
|
"from sklearn.datasets import make_moons\n",
|
|
"import numpy as np\n",
|
|
"X, y = make_moons(n_samples=100, noise=0.25, random_state=3)\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, random_state=42)\n",
|
|
"forest = RandomForestClassifier(n_estimators=5, random_state=2)\n",
|
|
"forest.fit(X_train, y_train)\n",
|
|
"RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
|
|
" max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
|
|
" min_samples_leaf=1, min_samples_split=2,\n",
|
|
" min_weight_fraction_leaf=0.0, n_estimators=5, n_jobs=1,\n",
|
|
" oob_score=False, random_state=2, verbose=0, warm_start=False)\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(2, 3, figsize=(20, 10))\n",
|
|
"for i, (ax, tree) in enumerate(zip(axes.ravel(), forest.estimators_)):\n",
|
|
" ax.set_title(\"tree %d\" % i)\n",
|
|
" mglearn.plots.plot_tree_partition(X_train, y_train, tree, ax=ax)\n",
|
|
"mglearn.plots.plot_2d_separator(forest, X_train, fill=True, ax=axes[-1, -1], alpha=.4)\n",
|
|
"axes[-1, -1].set_title(\"random forest\")\n",
|
|
"plt.scatter(X_train[:, 0], X_train[:, 1], c=np.array(['r', 'b'])[y_train], s=60)\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"forest = RandomForestClassifier(n_estimators=100, random_state=0)\n",
|
|
"forest.fit(X_train, y_train)\n",
|
|
"print(\"accuracy on test set: %f\" % forest.score(X_test, y_test))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.neural_network import MLPClassifier\n",
|
|
"mlp = MLPClassifier(hidden_layer_sizes=[100], activation='relu', random_state=0, learning_rate='constant')\n",
|
|
"mlp.fit(X_train, y_train)\n",
|
|
"mglearn.plots.plot_2d_separator(mlp, X_train, fill=True, alpha=.3)\n",
|
|
"plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, s=60, cmap=mglearn.cm2)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.7.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|