diff --git a/doc/HandWrittenNotes/NotesNovember26.pdf b/doc/HandWrittenNotes/NotesNovember26.pdf new file mode 100644 index 000000000..847913c53 Binary files /dev/null and b/doc/HandWrittenNotes/NotesNovember26.pdf differ diff --git a/doc/pub/week48/ipynb/week48.ipynb b/doc/pub/week48/ipynb/week48.ipynb index 4b000801a..04aa52d37 100644 --- a/doc/pub/week48/ipynb/week48.ipynb +++ b/doc/pub/week48/ipynb/week48.ipynb @@ -77,10 +77,21 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], + "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", @@ -359,10 +370,85 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/svm/_base.py:975: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " \"the number of iterations.\", ConvergenceWarning)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Phi(-1.0, -2) = [0.74081822]\n", + "Phi(-1.0, 1) = [0.30119421]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from __future__ import division, print_function, unicode_literals\n", "\n", @@ -606,9 +692,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy\n", @@ -738,11 +822,37 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " pcost dcost gap pres dres\n", + " 0: 1.0780e+02 -7.6366e+02 9e+02 0e+00 4e+01\n", + " 1: 9.3245e+01 9.7637e+00 8e+01 1e-16 3e+00\n", + " 2: 6.7311e+01 3.2553e+01 3e+01 2e-16 1e+00\n", + " 3: 2.6071e+01 1.5068e+01 1e+01 1e-16 7e-01\n", + " 4: 3.7092e+01 2.3152e+01 1e+01 2e-16 4e-01\n", + " 5: 2.5352e+01 1.8652e+01 7e+00 4e-17 1e-16\n", + " 6: 2.0062e+01 1.9974e+01 9e-02 8e-17 3e-16\n", + " 7: 2.0001e+01 2.0000e+01 9e-04 1e-16 2e-16\n", + " 8: 2.0000e+01 2.0000e+01 9e-06 9e-17 2e-16\n", + "Optimal solution found.\n" + ] + }, + { + "data": { + "text/plain": [ + "20.00000617311241" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Import the necessary packages\n", "import numpy\n", @@ -1701,7 +1811,25 @@ ] } ], - "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": "3.6.8" + } + }, "nbformat": 4, "nbformat_minor": 4 }