diff --git a/tutorials/table_of_contents_ipython.ipynb b/tutorials/table_of_contents_ipython.ipynb
index 2b1f066..8ed93af 100644
--- a/tutorials/table_of_contents_ipython.ipynb
+++ b/tutorials/table_of_contents_ipython.ipynb
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:41219a44026c84eeb3ccb56875545bab3944aeb5cd6d39c51e32ee01fb0cb20d"
+  "signature": "sha256:77e6b7710d7e7ab3d4491978f649959a8b99769df6967b7cb9feab83a67c15eb"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -56,7 +56,7 @@
      "cell_type": "markdown",
      "metadata": {},
      "source": [
-      "![example table](../Images/ipython_links_ex.png)"
+      "![example table](https://raw.githubusercontent.com/rasbt/python_reference/master/Images/ipython_links_ex.png)"
      ]
     },
     {
@@ -90,14 +90,7 @@
      "cell_type": "markdown",
      "metadata": {},
      "source": [
-      "![two components](../Images/ipython_links_overview.png)"
-     ]
-    },
-    {
-     "cell_type": "markdown",
-     "metadata": {},
-     "source": [
-      "<br>"
+      "![two components](https://raw.githubusercontent.com/rasbt/python_reference/master/Images/ipython_links_overview.png)"
      ]
     },
     {
@@ -214,11 +207,11 @@
      "source": [
       "which is certainly not what we want (note that it looks normal in the IPython notebook, but not in the converted HTML version). So my favorite remedy would be to put the `id`-anchor tag into a separate cell just above the section, ideally with some line breaks for nicer visuals.\n",
       "\n",
-      "![img of format problem](../Images/ipython_links_format.png)\n",
+      "![img of format problem](https://raw.githubusercontent.com/rasbt/python_reference/master/Images/ipython_links_format.png)\n",
       "\n",
       "### Remedy: id-anchor tag in a separate cell\n",
       "\n",
-      "![img of format problem](../Images/ipython_links_remedy.png)\n",
+      "![img of format problem](https://raw.githubusercontent.com/rasbt/python_reference/master/Images/ipython_links_remedy.png)\n",
       "\n",
       "<br>\n",
       "<br>\n",