diff --git a/tutorials/W0D3_LinearAlgebra/W0D3_Outro.ipynb b/tutorials/W0D3_LinearAlgebra/W0D3_Outro.ipynb
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@@ -0,0 +1,84 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a href=\"https://colab.research.google.com/github/NeuromatchAcademy/course-content/blob/master/tutorials/W0D3_LinearAlgebra/W0D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   },
+   "source": [
+    "# Outro\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text"
+   },
+   "source": [
+    "**Our 2021 Sponsors, including Presenting Sponsor Facebook Reality Labs**\n",
+    "\n",
+    "<p align='center'><img src='https://github.com/NeuromatchAcademy/widgets/blob/master/sponsors.png?raw=True'/></p>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   },
+   "source": [
+    "## Daily survey\n",
+    "\n",
+    "Don't forget to complete your reflections and content check in the daily survey!\n",
+    "\n",
+    "## Daily survey\n",
+    "\n",
+    "Don't forget to complete your reflections and content check in the daily survey!\n",
+    "\n",
+    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/f2c97d30-b265-491d-99c4-6bfd1a667938\"><img src=\"../static/button.png\" alt=\"button link to survey\" style=\"width:410px\"></a>\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "collapsed_sections": [],
+   "include_colab_link": true,
+   "name": "W1D3_Outro",
+   "toc_visible": true
+  },
+  "kernel": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file
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