diff --git a/Notebooks/Chap03/3_2_Shallow_Networks_II.ipynb b/Notebooks/Chap03/3_2_Shallow_Networks_II.ipynb
index a776d8a..38b818b 100644
--- a/Notebooks/Chap03/3_2_Shallow_Networks_II.ipynb
+++ b/Notebooks/Chap03/3_2_Shallow_Networks_II.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyPFqKOqd6BjlymOawCRkmfn",
+      "authorship_tag": "ABX9TyPD+qTkgmZCe+VessXM/kIU",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -238,7 +238,7 @@
         "def shallow_2_2_3(x1,x2, activation_fn, phi_10,phi_11,phi_12,phi_13, phi_20,phi_21,phi_22,phi_23, theta_10, theta_11,\\\n",
         "                  theta_12, theta_20, theta_21, theta_22, theta_30, theta_31, theta_32):\n",
         "\n",
-        "  # TODO -- write this function -- replace the dummy code blow\n",
+        "  # TODO -- write this function -- replace the dummy code below\n",
         "  pre_1 = np.zeros_like(x1)\n",
         "  pre_2 = np.zeros_like(x1)\n",
         "  pre_3 = np.zeros_like(x1)\n",