diff --git a/ea/Ub5/A1c.png b/ea/Ub5/A1c.png new file mode 100644 index 0000000..b43eef6 --- /dev/null +++ b/ea/Ub5/A1c.png Binary files differ diff --git a/ea/Ub5/A1c.png.png b/ea/Ub5/A1c.png.png deleted file mode 100644 index b43eef6..0000000 --- a/ea/Ub5/A1c.png.png +++ /dev/null Binary files differ diff --git a/ea/Ub5/A2b.png b/ea/Ub5/A2b.png new file mode 100644 index 0000000..4775867 --- /dev/null +++ b/ea/Ub5/A2b.png Binary files differ diff --git a/ea/Ub5/A2c.png b/ea/Ub5/A2c.png new file mode 100644 index 0000000..4269bce --- /dev/null +++ b/ea/Ub5/A2c.png Binary files differ diff --git a/is/UB4/Ex4.ipynb b/is/UB4/Ex4.ipynb index c65cf3b..d5d51ae 100644 --- a/is/UB4/Ex4.ipynb +++ b/is/UB4/Ex4.ipynb @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -156,7 +156,7 @@ 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"stdout", "output_type": "stream", "text": [ - "('R2 :', 0.89321708326642046)\n", - "('Gene with Strongest Coefficient :', 250)\n" + "R2 : 0.897396797403\n", + "Gene with Strongest Coefficient : 1\n" ] } ], @@ -963,7 +970,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -971,11 +978,11 @@ { "data": { "text/plain": [ - "array([ 0.00978251, 0.00190322, -0.00326635, ..., 0.00600652,\n", - " 0.004281 , 0.00292544])" + "array([ 0.00143834, 0.02271741, 0.00203671, ..., 0.00043436,\n", + " -0.00189356, 0.01498915])" ] }, - "execution_count": 19, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -986,17 +993,20 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "0.0192863272126\n" + "ename": "NameError", + "evalue": "name 'lm' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mzeros\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcoef_\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mabs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcoef_\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'lm' is not defined" ] } ], @@ -1016,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -1025,260 +1035,259 @@ "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEKCAYAAAA8QgPpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXnYHmV1/z9fIiCLgAgSlmhAgwRqBVQEUQwoGiiytEVM\n", - "FalawSp2swouLXFpQdqqRRDxV1DUKuBSGlGWaImoCEoNiJAYokQDmABlVUG28/tj7nnfeeeZmWe2\n", - "Zz+f63quZ+Zez2z3uddzy8xwHMdxnKpsMGgBHMdxnNHEFYjjOI5TC1cgjuM4Ti1cgTiO4zi1cAXi\n", - 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You might want to increase the number of iterations\n", + " ConvergenceWarning)\n" + ] + }, + { "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEKCAYAAAAMzhLIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xu0HGWZ7/Hvz0BU7uAogRANCmjwBsqEKAhbBzGiEC+D\n", - "wBF1iSK6xPGMHgnojMRx1vJ2ZnQURWRQGUTRMwcxcrgFZRtGrnGAoCZChGgSICCE4A0J8Jw/6m1S\n", - "6XRXeu/q7urq/n3W6tVdVW+99VR1dT1Vb11aEYGZmVk7T6o6ADMzG2xOFGZmVsiJwszMCjlRmJlZ\n", - "IScKMzMr5ERhZmaFnCjMmkh6haTlVcdRRNKZkv6hw7LflPTJXsdkw8uJwnpC0kpJf5L0e0n3SDpP\n", - "0g5Vx9WJiLg6Ip7X7XolXS7plFz3dEmPt+n3jC3E+L6I+OcOJx3p1S6uxyU9u8O6bAQ5UVivBPD6\n", - "iNgeeDHwQqCjPeCJkLRVt+vsoZ8Ah+S6DwGWt+h3W0Tc28/AAPV5elYjThTWcxGxFrgCeH6jn6Q5\n", - "kq6RtE7SzZIOzQ3bU9JiSQ9JWiTpy5LOS8Nmpj3gEyT9Brgy9T9B0i8lPSDpMknPzNX3eUlrJa2X\n", - "tFTS81P/IyT9Ik1ntaQPp/5jklblxp8laTzF+nNJR+aGfTPFd3Gq57qCvfOrgYNy3QcDXwAOyPV7\n", - "BbA41f28NP/3S1ou6eim6X4y132KpLvSfLy7xVHCLq1ilLQ4Db8lHf0dLemvUtl1adqLJTmRjLKI\n", - 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@@ "source": [ "lm = linear_model.LassoCV(cv=10) ### CHANGE THIS LINE ###\n", "lm.n_jobs=-1\n", - "lm.max_iter=10000\n", + "lm.max_iter=1000\n", "lm.fit(Xtrain, ytrain)\n", "\n", "printOutput(lm, Xtest, ytest) ### PROVIDE THE OUTPUT ###\n", @@ -1781,21 +1786,21 @@ }, "celltoolbar": "Edit Metadata", "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" + "pygments_lexer": "ipython3", + "version": "3.4.3" } }, "nbformat": 4,