diff --git a/is/UB2/ExerciseSheet2.ipynb b/is/UB2/ExerciseSheet2.ipynb index 12c6f3c..323c6c0 100644 --- a/is/UB2/ExerciseSheet2.ipynb +++ b/is/UB2/ExerciseSheet2.ipynb @@ -80,11 +80,7 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 53, -======= "execution_count": 2, ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 "metadata": { "collapsed": true }, @@ -92,7 +88,6 @@ "source": [ "%matplotlib inline\n", "import numpy as np\n", - "import math as m\n", "from numpy import *\n", "from scipy import optimize\n", "from matplotlib import pyplot as plt" @@ -110,11 +105,7 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 54, -======= "execution_count": 3, ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 "metadata": { "collapsed": false }, @@ -138,11 +129,7 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 55, -======= "execution_count": 4, ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 "metadata": { "collapsed": false }, @@ -166,11 +153,7 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 94, -======= "execution_count": 5, ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 "metadata": { "collapsed": true }, @@ -194,11 +177,7 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 95, -======= "execution_count": 6, ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 "metadata": { "collapsed": false, "scrolled": true @@ -245,11 +224,7 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 96, -======= "execution_count": 7, ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 "metadata": { "collapsed": false }, @@ -258,226 +233,6 @@ "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEACAYAAACqOy3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", -<<<<<<< HEAD - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm8lVX1x/HPl0lQcDZHcADNAaeSeRDFiesETuGEmmCW\n", - "glrO08NjhZoz5IhjzmapmZZpSqmZWmqZ2q8gDTSn1AzMufX7Y13wYhd49j3n3jPc9X69eOU596yz\n", - "t6TLzXr22ltmRgghhNrTodITCCGE0DKRwEMIoUZFAg8hhBoVCTyEEGpUJPAQQqhRkcBDCKFGlZTA\n", - "JX1R0tNNfr0raVK5JhdCCGHRVK594JI6AK8A/c1sTlm+NIQQwiKVs4SyHTArkncIIbSNcibwscBN\n", - 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"#X_transformed = transpose(vstack((hstack((x1**2,x2**2)),hstack((y1**2,y2**2))))) #radius ### CHANGE THIS LINE ####\n", - "X_transformed = transpose(vstack((hstack((abs(x1)**(0.5),abs(x2)**(0.5))),hstack((abs(y1)**(0.5),abs(y2)**(0.5))))))\n", - "print X_transformed\n", -======= "#X_transformed = 2.5*transpose(vstack((hstack((np.abs(x1),np.abs(x2))),hstack((np.abs(y1),np.abs(y2)))))) ### CHANGE THIS LINE ####\n", "#X_transformed = transpose(vstack((hstack((sqrt(x1**2+y1**2),sqrt(x2**2+y2**2))),np.zeros(2*N_half))))\n", "X_transformed = transpose(vstack((hstack((x1**2,x2**2)),hstack((y1**2,y2**2)))))\n", "\n", ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 "### prbly other transormation\n", "plt.plot(X_transformed[t_c>0,0],X_transformed[t_c>0,1], 'ro')\n", "plt.plot(X_transformed[t_c<0,0],X_transformed[t_c<0,1], 'bo')\n", - "plt.axis([0, 6, 0, 6])" + "plt.axis([-1, 6, -1, 6])" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1226,7 +719,7 @@ "(40, 2)" ] }, - "execution_count": 76, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1245,31 +738,13 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 81, -======= "execution_count": 12, ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { -<<<<<<< HEAD - "ename": "ValueError", - "evalue": "all the input array dimensions except for the concatenation axis must match exactly", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mwb_opt_c\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptimizeSVM\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_transformed\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mt_c\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;31m#plotSVM(X_transformed,t_c,wb_opt_c) ### PROVIDE THIS PLOT ###s\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m#plotSVM(X_transformed,t_c,[-2,2,-1])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36moptimizeSVM\u001b[0;34m(X_, t_)\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m opt_result = optimize.minimize(objective, wb0, jac=jac,constraints=cons, #the optimizer\n\u001b[0;32m---> 15\u001b[0;31m method='SLSQP', options=opt)\n\u001b[0m\u001b[1;32m 16\u001b[0m \u001b[0mwb_opt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopt_result\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"x\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;31m#result of the optimization\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/Users/Maximus/anaconda/lib/python2.7/site-packages/scipy/optimize/_minimize.pyc\u001b[0m in \u001b[0;36mminimize\u001b[0;34m(fun, x0, args, method, jac, hess, hessp, bounds, constraints, tol, callback, options)\u001b[0m\n\u001b[1;32m 433\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mmeth\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'slsqp'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 434\u001b[0m return _minimize_slsqp(fun, x0, args, jac, bounds,\n\u001b[0;32m--> 435\u001b[0;31m constraints, callback=callback, **options)\n\u001b[0m\u001b[1;32m 436\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mmeth\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'dogleg'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 437\u001b[0m return _minimize_dogleg(fun, x0, args, jac, hess,\n", - "\u001b[0;32m/Users/Maximus/anaconda/lib/python2.7/site-packages/scipy/optimize/slsqp.pyc\u001b[0m in \u001b[0;36m_minimize_slsqp\u001b[0;34m(func, x0, args, jac, bounds, constraints, maxiter, ftol, iprint, disp, eps, callback, **unknown_options)\u001b[0m\n\u001b[1;32m 402\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 403\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvstack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma_eq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma_ieq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 404\u001b[0;31m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconcatenate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mla\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 405\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 406\u001b[0m \u001b[0;31m# Call SLSQP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: all the input array dimensions except for the concatenation axis must match exactly" - ] -======= "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEACAYAAACqOy3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", @@ -1504,7 +979,6 @@ }, "metadata": {}, "output_type": "display_data" ->>>>>>> 8798cde0004e7af3cdfdeca62953d13048cd89e8 } ], "source": [