diff --git a/convolutional_nn.ipynb b/convolutional_nn.ipynb
index 5fc1769569e7e38366b51fa5df3bfc1aaa136d54..8c2d3533acb2191e76465922691183f21b84a8b6 100644
--- a/convolutional_nn.ipynb
+++ b/convolutional_nn.ipynb
@@ -14,7 +14,7 @@
     "\n",
     "   \n",
     "   <div style=\"text-align:center\">\n",
-    "    <b><font size=\"6.4\">Convolutional neural networks</font></b>    \n",
+    "    <b><font size=\"6.4\">Introduction to convolutional neural networks</font></b>    \n",
     "  </div>\n",
     "    \n",
     "<p>\n",
@@ -23,9 +23,11 @@
     " Angelo Ziletti, <sup>1</sup> \n",
     " Andreas Leitherer,<sup>1</sup> \n",
     " Matthias Scheffler,<sup>1</sup> \n",
-    " and Luca Ghiringhelli<sup>1</sup> <br><br>\n",
+    " and Luca M. Ghiringhelli<sup>1</sup> <br><br>\n",
     "    \n",
     "  <sup>1</sup> Fritz Haber Institute of the Max Planck Society, Faradayweg 4-6, D-14195 Berlin, Germany <br>\n",
+        "<span class=\"nomad--last-updated\" data-version=\"v1.0.0\">[Last updated: January 29, 2021]</span>\n",
+    "  \n",
     "<div> \n",
     "<img  style=\"float: left;\" src=\"assets/convolutional_nn/Logo_MPG.png\" width=\"200\"> \n",
     "<img  style=\"float: right;\" src=\"assets/convolutional_nn/Logo_NOMAD.png\" width=\"250\">\n",