rerun notebook to fix image display bug

Author: rasbt

code/ch03/ch03.ipynb

@@ -44,21 +44,21 @@
      "output_type": "stream",
      "text": [
       "Sebastian Raschka \n",
-      "last updated: 2016-03-25 \n",
+      "last updated: 2016-08-31 \n",
       "\n",
-      "CPython 3.5.1\n",
-      "IPython 4.0.3\n",
+      "CPython 3.5.2\n",
+      "IPython 5.1.0\n",
       "\n",
-      "numpy 1.10.4\n",
-      "pandas 0.17.1\n",
+      "numpy 1.11.1\n",
+      "pandas 0.18.1\n",
       "matplotlib 1.5.1\n",
-      "scikit-learn 0.17.1\n"
+      "sklearn 0.17.1\n"
      ]
     }
    ],
    "source": [
     "%load_ext watermark\n",
-    "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,scikit-learn"
+    "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,pandas,matplotlib,sklearn"
    ]
   },
   {
@@ -1472,21 +1472,21 @@
  ],
  "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": "2.7.11"
+   "pygments_lexer": "ipython3",
+   "version": "3.5.2"
   }
  },
  "nbformat": 4,