diff --git a/Notebooks/Chap10/10_5_Convolution_For_MNIST.ipynb b/Notebooks/Chap10/10_5_Convolution_For_MNIST.ipynb
index 825d268..e50c024 100644
--- a/Notebooks/Chap10/10_5_Convolution_For_MNIST.ipynb
+++ b/Notebooks/Chap10/10_5_Convolution_For_MNIST.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyMbDV8XIpKIgumSLWCWJEBl",
+      "authorship_tag": "ABX9TyNAcc98STMeyQgh9SbVHWG+",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -138,7 +138,7 @@
         "# 8. A flattening operation\n",
         "# 9. A fully connected layer mapping from (whatever dimensions we are at-- find out using .shape) to 50\n",
         "# 10. A ReLU\n",
-        "# 11. A fully connected layer mappiing from 50 to 10 dimensions\n",
+        "# 11. A fully connected layer mapping from 50 to 10 dimensions\n",
         "# 12. A softmax function.\n",
         "\n",
         "# Replace this class which implements a minimal network (which still does okay)\n",