diff --git a/doc/HandWrittenNotes/2021/NotesSeptember30.pdf b/doc/HandWrittenNotes/2021/NotesSeptember30.pdf new file mode 100644 index 000000000..66113752c Binary files /dev/null and b/doc/HandWrittenNotes/2021/NotesSeptember30.pdf differ diff --git a/doc/pub/week38/ipynb/week38.ipynb b/doc/pub/week38/ipynb/week38.ipynb index 4ab7262cd..9c34fa392 100644 --- a/doc/pub/week38/ipynb/week38.ipynb +++ b/doc/pub/week38/ipynb/week38.ipynb @@ -2753,9 +2753,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.94\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -2796,9 +2821,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -2859,7 +2909,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -2875,7 +2925,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -2898,9 +2948,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.94\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n", + "[1. 1. 1. 1. 1. 1.\n", + " 1. 1. 0.92857143 0.92857143]\n", + "Test set accuracy with Logistic Regression and scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", diff --git a/doc/pub/week39/ipynb/week39.ipynb b/doc/pub/week39/ipynb/week39.ipynb index f65ca3d3c..f00e95f43 100644 --- a/doc/pub/week39/ipynb/week39.ipynb +++ b/doc/pub/week39/ipynb/week39.ipynb @@ -48,12 +48,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, - "outputs": [], + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "%matplotlib inline\n", "\n", @@ -122,12 +132,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, - "outputs": [], + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GridSearchCV(estimator=Ridge(),\n", + " param_grid={'alpha': array([1.00000000e-04, 2.78255940e-04, 7.74263683e-04, 2.15443469e-03,\n", + " 5.99484250e-03, 1.66810054e-02, 4.64158883e-02, 1.29154967e-01,\n", + " 3.59381366e-01, 1.00000000e+00])})\n", + "Best estimated lambda-value: 1.0\n", + "MSE score: 1.0853702554682934\n", + "R2 score: -0.00029036626896195017\n" + ] + } + ], "source": [ "import numpy as np\n", "from sklearn.model_selection import train_test_split\n", @@ -160,7 +181,7 @@ "\n", "# Decide which values of lambda to use\n", "nlambdas = 10\n", - "lambdas = np.logspace(-4, 2, nlambdas)\n", + "lambdas = np.logspace(-4, 0, nlambdas)\n", "# create and fit a ridge regression model, testing each alpha\n", "model = Ridge()\n", "gridsearch = GridSearchCV(estimator=model, param_grid=dict(alpha=lambdas))\n", @@ -200,10 +221,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -1016,10 +1034,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -1054,10 +1069,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "pt.axis(\"equal\")\n", @@ -1075,10 +1087,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "x = guesses[-1]\n", @@ -1095,10 +1104,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "def f1d(alpha):\n", @@ -1120,10 +1126,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "pt.axis(\"equal\")\n", @@ -1501,10 +1504,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "x = 2*np.random.rand(m,1)\n", @@ -1670,12 +1670,33 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, - "outputs": [], + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Eigenvalues of Hessian Matrix:[0.27481859 4.57754488]\n", + "[[4.03064789]\n", + " [2.97999589]]\n", + "[[4.03064789]\n", + " [2.97999589]]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "\n", "# Importing various packages\n", @@ -1734,12 +1755,19 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, - "outputs": [], + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[4.06979828]\n", + " [2.83269988]]\n", + "[3.98686408] [2.75789611]\n" + ] + } + ], "source": [ "# Importing various packages\n", "from random import random, seed\n", @@ -1821,12 +1849,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, - "outputs": [], + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[4.22079055]\n", + " [2.86381959]]\n", + "[[4.17314036]\n", + " [2.90167518]]\n" + ] + }, + { + "data": { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from random import random, seed\n", "import numpy as np\n", @@ -2013,10 +2061,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np \n", @@ -2078,10 +2123,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np \n", @@ -2120,10 +2162,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "# Importing various packages\n", @@ -2200,7 +2239,25 @@ ] } ], - "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": "3.8.5" + } + }, "nbformat": 4, "nbformat_minor": 4 }