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@andiac
Created February 26, 2023 14:07
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "29f055e6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['figure.figsize'] = [9, 4]\n",
"\n",
"def make_spirals(N=200, noise_std=1e-2, N_t=3):\n",
" \"\"\"\n",
" N : number of data per class\n",
" N_t: number of turns of spiral\n",
" \"\"\"\n",
" t = np.linspace(0, N_t * 2*np.pi, N)\n",
" r = np.linspace(1/N, 1, N)\n",
" x = np.cos(t) * r\n",
" y = np.sin(t) * r\n",
"\n",
" X_0 = np.concatenate([np.expand_dims( x, 1), np.expand_dims( y, 1)], axis=1)\n",
" X_1 = np.concatenate([np.expand_dims(-x, 1), np.expand_dims(-y, 1)], axis=1)\n",
" X = np.concatenate([X_0, X_1], axis=0)\n",
" Y = np.concatenate([np.zeros(N, dtype=np.int), np.ones(N, dtype=np.int)])\n",
" \n",
" epsilon = np.random.normal(0.0, noise_std, X.shape)\n",
" return X + epsilon, Y\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"N = 200\n",
"X, Y = make_spirals(N, 0.0)\n",
"plt.scatter(X[:, 0], X[:, 1], c=Y, cmap=plt.cm.RdYlBu, alpha=0.5)\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"N = 200\n",
"X, Y = make_spirals(N, 1e-2)\n",
"plt.scatter(X[:, 0], X[:, 1], c=Y, cmap=plt.cm.RdYlBu, alpha=0.5)\n",
"plt.show()\n",
"\n",
"from sklearn.model_selection import train_test_split\n",
"N = 600\n",
"X, Y = make_spirals(N, 1e-2)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.4, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1fb8db25",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 324x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.svm import SVC\n",
"plt.rcParams['figure.figsize'] = [4.5, 4]\n",
"\n",
"# Define the SVM model with a linear kernel\n",
"model = SVC(kernel='rbf', random_state=42, C=1000, gamma=100)\n",
"\n",
"# Train the model on the training set\n",
"model.fit(X_train, y_train)\n",
"\n",
"# Predict the labels of the testing set\n",
"y_pred = model.predict(X_test)\n",
"\n",
"# Calculate the accuracy of the model on the testing set\n",
"accuracy = model.score(X_test, y_test)\n",
"\n",
"# Plot the decision boundary\n",
"plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=plt.cm.RdYlBu, alpha=0.5)\n",
"xlim = plt.gca().get_xlim()\n",
"ylim = plt.gca().get_ylim()\n",
"xx, yy = np.meshgrid(np.linspace(xlim[0], xlim[1], 200), np.linspace(ylim[0], ylim[1], 200))\n",
"Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n",
"Z = Z.reshape(xx.shape)\n",
"plt.contour(xx, yy, Z, colors='k', levels=[0.5], alpha=0.5, linestyles=['-'])\n",
"plt.title(\"Accuracy: {:.2f}\".format(accuracy))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "00011d44",
"metadata": {},
"outputs": [],
"source": [
"Caxis = [2 ** x for x in range(-10, 15)]\n",
"Gaxis = [2 ** x for x in range(-10, 10)]\n",
"\n",
"Cs = np.log2(np.array(Caxis))\n",
"gammas = np.log2(np.array(Gaxis))\n",
"cc, gg = np.meshgrid(Cs, gammas)\n",
"accs = []\n",
"\n",
"for C in Caxis:\n",
" for gamma in Gaxis:\n",
" model = SVC(kernel='rbf', random_state=42, C=C, gamma=gamma)\n",
" model.fit(X_train, y_train)\n",
" accuracy = model.score(X_test, y_test)\n",
" accs.append(accuracy)\n",
" \n",
"accs = np.array(accs)\n",
"accs = accs.reshape(cc.shape[0], cc.shape[1])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "4c9270b5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import axes3d\n",
"\n",
"ax = plt.figure(figsize=(15, 10)).add_subplot(projection='3d')\n",
"ax.plot_surface(cc, gg, accs, cmap='coolwarm',linewidth=0., alpha=0.8, antialiased=True)\n",
"ax.contourf(cc, gg, accs, zdir='z', offset=-1., cmap='coolwarm')\n",
"ax.set(zlim=(-1, 1.5), xlabel='log2(C)', ylabel='log2(gamma)', zlabel='acc')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "22e89247",
"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": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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