diff --git a/docs/source/examples/introduction_to_eland_webinar.ipynb b/docs/source/examples/introduction_to_eland_webinar.ipynb
index ad6613f..a1257a1 100644
--- a/docs/source/examples/introduction_to_eland_webinar.ipynb
+++ b/docs/source/examples/introduction_to_eland_webinar.ipynb
@@ -6,8 +6,7 @@
    "source": [
     "# Introduction to Eland Webinar\n",
     "\n",
-    "- Webinar Recording on Youtube (Will update when available!)\n",
-    "- Webinar Slides (Will update when available!)\n",
+    "- [Webinar Recording on Youtube](https://www.youtube.com/watch?v=U8fnkzp_sfo)\n",
     "- [Eland Documentation](https://eland.readthedocs.io)\n",
     "- [Source Code on GitHub](https://github.com/elastic/eland)\n",
     "- [Elastic Cloud](https://cloud.elastic.co)\n",
@@ -28,7 +27,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# DataFrame Demo"
+    "## DataFrame Demo"
    ]
   },
   {
@@ -2430,7 +2429,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Machine Learning Demo"
+    "## Machine Learning Demo"
    ]
   },
   {