diff --git a/CM20315_Training_II.ipynb b/CM20315_Training_II.ipynb
index 9e7ef01..cca658a 100644
--- a/CM20315_Training_II.ipynb
+++ b/CM20315_Training_II.ipynb
@@ -5,7 +5,7 @@
     "colab": {
       "provenance": [],
       "collapsed_sections": [],
-      "authorship_tag": "ABX9TyNRxwxPxFAsB2DswIs5Za5J",
+      "authorship_tag": "ABX9TyMwBvBF5E8ERRBCqN9x6Dp5",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -30,7 +30,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "# Training\n",
+        "# Training II\n",
         "\n",
         "We now have a model and a loss function which we can use to judge how good that model is. It's time to put the \"learning\" into machine learning.\n",
         "\n",