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Untitled.ipynb 124.32 KB liuxinyang 提交于 2018-07-20 18:15 . write a little
{
"cells": [
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import numpy as np\n",
"from mpl_toolkits.mplot3d import Axes3D"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.37454012 0.95071431]\n",
" [0.73199394 0.59865848]\n",
" [0.15601864 0.15599452]\n",
" [0.05808361 0.86617615]\n",
" [0.60111501 0.70807258]\n",
" [0.02058449 0.96990985]\n",
" [0.83244264 0.21233911]\n",
" [0.18182497 0.18340451]\n",
" [0.30424224 0.52475643]\n",
" [0.43194502 0.29122914]\n",
" [0.61185289 0.13949386]\n",
" [0.29214465 0.36636184]\n",
" [0.45606998 0.78517596]\n",
" [0.19967378 0.51423444]\n",
" [0.59241457 0.04645041]\n",
" [0.60754485 0.17052412]]\n",
"[6.08093297 5.72457337 4.31646263 6.14927482 5.89433772 5.74474511\n",
" 5.25514132 4.26810026 5.33467938 4.53608027 4.50283283 5.00581165\n",
" 6.08290123 5.22248156 4.54370282 4.76686339]\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1cfb9226780>,\n",
" <matplotlib.lines.Line2D at 0x1cfb9226908>]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1cfb91f12b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m = 16\n",
"np.random.seed(42)\n",
"\n",
"X_values = np.random.rand(m, 2)\n",
"print(X_values)\n",
"y = 0.8 * X_values[:,0] + 2 * X_values[:,1] + 4 + 0.2 * np.random.randn(m)\n",
"print(y)\n",
"plt.plot(X_values, y, 'b.')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1cfb94127b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = Axes3D(fig)\n",
"\n",
"x1 = np.arange(-1, 1, 0.02)\n",
"x2 = np.arange(-1, 1, 0.02)\n",
"\n",
"X1, X2 = np.meshgrid(x1, x2)\n",
"Y = 0.8 * X1 + 2 * X2 + 4\n",
"ax.plot_surface(X1, X2, Y)\n",
"plt.show()"
]
}
],
"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": "3.6.4"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}

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