diff --git a/doc/pub/DimRed/ipynb/DimRed.ipynb b/doc/pub/DimRed/ipynb/DimRed.ipynb index f9d4059e1..3a506726d 100644 --- a/doc/pub/DimRed/ipynb/DimRed.ipynb +++ b/doc/pub/DimRed/ipynb/DimRed.ipynb @@ -79,10 +79,41 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE before scaling: 0.01\n", + "R2 score before scaling 0.93\n", + "Feature min values before scaling:\n", + " [1.00000000e+00 1.56868531e-04 4.25016115e-04 2.46077359e-08\n", + " 6.66716535e-08 1.80638698e-07 3.86017938e-12 1.04586843e-11\n", + " 2.83365271e-11 7.67743576e-11 6.05540668e-16 1.64063844e-15\n", + " 4.44510938e-15 1.20434807e-14 3.26303392e-14 9.49902749e-20\n", + " 2.57364542e-19 6.97297777e-19 1.88924312e-18 5.11867337e-18\n", + " 1.38684200e-17]\n", + "Feature max values before scaling:\n", + " [1. 0.99980229 0.9996158 0.99960462 0.99941816 0.99923174\n", + " 0.99940699 0.99922057 0.99903418 0.99884783 0.99920939 0.99902301\n", + " 0.99883666 0.99865035 0.99846407 0.99901184 0.99882549 0.99863918\n", + " 0.99845291 0.99826666 0.99808046]\n", + "Feature min values after scaling:\n", + " [ 0. -1.78024859 -1.70920112 -1.1515339 -1.1300959 -1.11033121\n", + " -0.90340545 -0.8959348 -0.88900131 -0.88255214 -0.76338933 -0.76113708\n", + " -0.75906691 -0.7571601 -0.75539963 -0.67113296 -0.67101229 -0.6709573\n", + " -0.67096075 -0.67101596 -0.67111677]\n", + "Feature max values after scaling:\n", + " [0. 1.74136774 1.71581105 2.27322963 2.24138196 2.20981521\n", + " 2.70775213 2.67747156 2.64735409 2.61738276 3.08600037 3.05801994\n", + " 3.03002682 3.00201047 2.97396141 3.42593492 3.39990873 3.37378657\n", + " 3.34756305 3.32123338 3.29479332]\n", + "MSE after scaling: 0.00\n", + "R2 score for scaled data: 0.97\n" + ] + } + ], "source": [ "%matplotlib inline\n", "\n", @@ -196,10 +227,48 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy: 0.63\n", + "Feature min values before scaling:\n", + " [6.981e+00 9.710e+00 4.379e+01 1.435e+02 5.263e-02 1.938e-02 0.000e+00\n", + " 0.000e+00 1.060e-01 4.996e-02 1.115e-01 3.628e-01 7.570e-01 7.228e+00\n", + " 1.713e-03 2.252e-03 0.000e+00 0.000e+00 7.882e-03 8.948e-04 7.930e+00\n", + " 1.202e+01 5.041e+01 1.852e+02 7.117e-02 2.729e-02 0.000e+00 0.000e+00\n", + " 1.565e-01 5.504e-02]\n", + "Feature max values before scaling:\n", + " [2.811e+01 3.381e+01 1.885e+02 2.501e+03 1.447e-01 3.114e-01 4.268e-01\n", + " 2.012e-01 3.040e-01 9.744e-02 2.873e+00 4.885e+00 2.198e+01 5.422e+02\n", + " 2.333e-02 1.064e-01 3.960e-01 5.279e-02 6.146e-02 2.984e-02 3.604e+01\n", + " 4.954e+01 2.512e+02 4.254e+03 2.226e-01 1.058e+00 1.252e+00 2.903e-01\n", + " 6.638e-01 2.075e-01]\n", + "Feature min values before scaling:\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.]\n", + "Feature max values before scaling:\n", + " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n", + " 1. 1. 1. 1. 1. 1.]\n", + "Test set accuracy scaled data with Min-Max scaling: 0.97\n", + "Test set accuracy scaled data with Standar Scaler: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n", + " \"avoid this warning.\", FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n", + " \"avoid this warning.\", FutureWarning)\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -251,9 +320,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -291,11 +358,58 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1.33026664e+01 5.69238112e+00 2.83259341e+00 1.99126621e+00\n", + " 1.69095941e+00 1.19614372e+00 7.13037918e-01 5.77804918e-01\n", + " 5.14549644e-01 4.30579019e-01 3.58977964e-01 -1.91269450e-01\n", + " 2.86195387e-01 -1.59310961e-01 -1.38483045e-01 2.44786221e-01\n", + " -8.79318674e-02 1.91811329e-01 1.70896266e-01 -7.17683028e-02\n", + " 1.39860289e-01 1.18721828e-01 -4.83194721e-02 8.92983892e-02\n", + " 6.81402316e-02 6.01968016e-02 3.31819744e-02 1.56432255e-02\n", + " -1.61028757e-02 -6.50565973e-03]\n", + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy from Logistic Regression: 0.96\n", + "Test set accuracy scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", + " FutureWarning)\n", + "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", + " FutureWarning)\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -366,9 +480,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Now add PCA\n", @@ -394,9 +506,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X_centered = X - X.mean(axis=0)\n", @@ -421,9 +531,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "W2 = V.T[:, :2]\n", @@ -445,9 +553,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", @@ -467,9 +573,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "pca.components_.T[:, 0])." @@ -496,9 +600,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "pca = PCA()\n", @@ -519,9 +621,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=0.95)\n", @@ -565,9 +665,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import KernelPCA\n", @@ -605,7 +703,25 @@ ] } ], - "metadata": {}, + "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": "3.7.4" + } + }, "nbformat": 4, "nbformat_minor": 2 } diff --git a/doc/pub/LogReg/ipynb/LogReg.ipynb b/doc/pub/LogReg/ipynb/LogReg.ipynb index 2566f60e9..4da84cb3d 100644 --- a/doc/pub/LogReg/ipynb/LogReg.ipynb +++ b/doc/pub/LogReg/ipynb/LogReg.ipynb @@ -187,9 +187,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -612,9 +610,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -680,9 +676,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import OneHotEncoder\n", @@ -699,9 +693,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", @@ -797,7 +789,25 @@ ] } ], - "metadata": {}, + "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": "3.7.4" + } + }, "nbformat": 4, "nbformat_minor": 2 } diff --git a/doc/pub/Regression/ipynb/Regression.ipynb b/doc/pub/Regression/ipynb/Regression.ipynb index 106554667..e130e0cb5 100644 --- a/doc/pub/Regression/ipynb/Regression.ipynb +++ b/doc/pub/Regression/ipynb/Regression.ipynb @@ -379,9 +379,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -886,9 +884,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# matrix inversion to find beta\n", @@ -907,9 +903,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fit = np.linalg.lstsq(X, Energies, rcond =None)[0]\n", @@ -926,9 +920,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "Masses['Eapprox'] = ytilde\n", @@ -958,9 +950,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def R2(y_data, y_model):\n", @@ -977,9 +967,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "print(R2(Energies,ytilde))" @@ -995,9 +983,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def MSE(y_data,y_model):\n", @@ -1017,9 +1003,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def RelativeError(y_data,y_model):\n", @@ -1396,9 +1380,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Common imports\n", @@ -1517,9 +1499,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -1635,11 +1615,19 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/matplotlib/__init__.py:886: MatplotlibDeprecationWarning: \n", + "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n", + " \"found relative to the 'datapath' directory.\".format(key))\n" + ] + } + ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt \n", @@ -1657,11 +1645,20 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['data', 'target', 'feature_names', 'DESCR', 'filename'])" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.datasets import load_boston\n", "\n", @@ -1681,10 +1678,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "boston = pd.DataFrame(boston_dataset.data, columns=boston_dataset.feature_names)\n", @@ -1701,11 +1696,34 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CRIM 0\n", + "ZN 0\n", + "INDUS 0\n", + "CHAS 0\n", + "NOX 0\n", + "RM 0\n", + "AGE 0\n", + "DIS 0\n", + "RAD 0\n", + "TAX 0\n", + "PTRATIO 0\n", + "B 0\n", + "LSTAT 0\n", + "MEDV 0\n", + "dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# check for missing values in all the columns\n", "boston.isnull().sum()" @@ -1720,11 +1738,20 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# set the size of the figure\n", "sns.set(rc={'figure.figsize':(11.7,8.27)})\n", @@ -1743,11 +1770,30 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# compute the pair wise correlation for all columns \n", "correlation_matrix = boston.corr().round(2)\n", @@ -1765,11 +1811,20 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(20, 5))\n", "\n", @@ -1795,10 +1850,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "X = pd.DataFrame(np.c_[boston['LSTAT'], boston['RM']], columns = ['LSTAT','RM'])\n", @@ -1814,11 +1867,20 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(404, 2)\n", + "(102, 2)\n", + "(404,)\n", + "(102,)\n" + ] + } + ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", @@ -1840,11 +1902,26 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The model performance for training set\n", + "--------------------------------------\n", + "RMSE is 5.6371293350711955\n", + "R2 score is 0.6300745149331701\n", + "\n", + "\n", + "The model performance for testing set\n", + "--------------------------------------\n", + "RMSE is 5.137400784702911\n", + "R2 score is 0.6628996975186953\n" + ] + } + ], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error, r2_score\n", @@ -1881,11 +1958,20 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plotting the y_test vs y_pred\n", "# ideally should have been a straight line\n", @@ -2663,9 +2749,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -3253,9 +3337,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Importing various packages\n", @@ -3278,9 +3360,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -4443,9 +4523,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from numpy import *\n", @@ -4586,9 +4664,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from numpy import *\n", @@ -4734,9 +4810,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -4965,9 +5039,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -5036,9 +5108,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -5135,9 +5205,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", @@ -5223,9 +5291,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Common imports\n", @@ -5319,9 +5385,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Common imports\n", @@ -5403,9 +5467,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -5486,9 +5548,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -5601,9 +5661,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X = np.zeros((n, L ** 2))\n", @@ -5667,9 +5725,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X_train_own = np.concatenate(\n", @@ -5685,9 +5741,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def ols_inv(x: np.ndarray, y: np.ndarray) -> np.ndarray:\n", @@ -5772,9 +5826,7 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def ols_svd(x: np.ndarray, y: np.ndarray) -> np.ndarray:\n", @@ -5785,9 +5837,7 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "beta = ols_svd(X_train_own,y_train)" @@ -5803,9 +5853,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "J = beta[1:].reshape(L, L)" @@ -5821,9 +5869,7 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -5889,9 +5935,7 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -5997,9 +6041,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X = np.zeros((n, L ** 2))\n", @@ -6029,9 +6071,7 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "clf = skl.LinearRegression().fit(X_train, y_train)" @@ -6047,9 +6087,7 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "J_sk = clf.coef_.reshape(L, L)" @@ -6065,9 +6103,7 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -6123,9 +6159,7 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "_lambda = 0.1\n", @@ -6176,9 +6210,7 @@ { "cell_type": "code", "execution_count": 48, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "clf_lasso = skl.Lasso(alpha=_lambda).fit(X_train, y_train)\n", @@ -6212,9 +6244,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "lambdas = np.logspace(-4, 5, 10)\n", @@ -6277,9 +6307,7 @@ { "cell_type": "code", "execution_count": 50, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -6324,7 +6352,25 @@ ] } ], - "metadata": {}, + "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": "3.7.4" + } + }, "nbformat": 4, "nbformat_minor": 2 }