diff --git a/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb b/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb
index a8ac83d..2ee5ff9 100644
--- a/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb
+++ b/Notebooks/Chap10/10_2_Convolution_for_MNIST_1D.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyNAm5SrknniRXMQy1I5fuve",
+      "authorship_tag": "ABX9TyOgDisWDe/zHpfTGCH8AZ3i",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -127,7 +127,7 @@
         "D_o = 10\n",
         "\n",
         "\n",
-        "# TODO Create a model with the folowing layers\n",
+        "# TODO Create a model with the following layers\n",
         "# 1. Convolutional layer, (input=length 40 and 1 channel, kernel size 3x3, stride 2, padding=\"valid\", 15 output channels )\n",
         "# 2. ReLU\n",
         "# 3. Convolutional layer, (input=length 19 and 15 channels, kernel size 3x3, stride 2, padding=\"valid\", 15 output channels )\n",