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committedOct 10, 2021
Reduce polynomial degree from 60 to 30 to avoid infinity error since sklearn 1.0
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‎01_the_machine_learning_landscape.ipynb

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"execution_count": 33,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/ageron/miniconda3/envs/tf2/lib/python3.7/site-packages/numpy/lib/nanfunctions.py:1544: RuntimeWarning: overflow encountered in multiply\n",
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" sqr = np.multiply(arr, arr, out=arr)\n",
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"/Users/ageron/miniconda3/envs/tf2/lib/python3.7/site-packages/numpy/core/fromnumeric.py:87: RuntimeWarning: overflow encountered in reduce\n",
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" return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
@@ -3656,7 +3646,7 @@
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},
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{
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"data": {
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"image/png": 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\n",
3649+
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\n",
36603650
"text/plain": [
36613651
"<Figure size 576x216 with 1 Axes>"
36623652
]
@@ -3674,7 +3664,7 @@
36743664
"from sklearn import preprocessing\n",
36753665
"from sklearn import pipeline\n",
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"\n",
3677-
"poly = preprocessing.PolynomialFeatures(degree=60, include_bias=False)\n",
3667+
"poly = preprocessing.PolynomialFeatures(degree=30, include_bias=False)\n",
36783668
"scaler = preprocessing.StandardScaler()\n",
36793669
"lin_reg2 = linear_model.LinearRegression()\n",
36803670
"\n",

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