mirror of
https://github.com/autistic-symposium/tensorflow-for-deep-learning-py.git
synced 2025-05-10 02:35:26 -04:00
85 lines
52 KiB
Text
85 lines
52 KiB
Text
{
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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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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.collections.PathCollection at 0x10cf892d0>"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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7AA/esr8czZBbtmwRRoYmooyLt3B3bSfsbUuKqlU8xcuXLzPrREdHC7/mrYSe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\nSkIAAAAASUVORK5CYII=\n",
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"<matplotlib.figure.Figure at 0x10cf1b8d0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"N = 100 # number of points per class\n",
|
|
"D = 2 # dimensionality\n",
|
|
"K = 3 # number of classes\n",
|
|
"X = np.zeros((N*K,D)) # data matrix (each row = single example)\n",
|
|
"y = np.zeros(N*K, dtype='uint8') # class labels\n",
|
|
"for j in xrange(K):\n",
|
|
" ix = range(N*j,N*(j+1))\n",
|
|
" r = np.linspace(0.0,1,N) # radius\n",
|
|
" t = np.linspace(j*4,(j+1)*4,N) + np.random.randn(N)*0.2 # theta\n",
|
|
" X[ix] = np.c_[r*np.sin(t), r*np.cos(t)]\n",
|
|
" y[ix] = j\n",
|
|
"\n",
|
|
"# lets visualize the data:\n",
|
|
"plt.scatter(X[:, 0], X[:, 1], c=y, s=40, cmap=plt.cm.Spectral)\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"anaconda-cloud": {},
|
|
"kernelspec": {
|
|
"display_name": "Python [Root]",
|
|
"language": "python",
|
|
"name": "Python [Root]"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.12"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|