diff --git a/Notebooks/Chap05/5_2_Binary_Cross_Entropy_Loss.ipynb b/Notebooks/Chap05/5_2_Binary_Cross_Entropy_Loss.ipynb
index 57c3254..a34e0a1 100644
--- a/Notebooks/Chap05/5_2_Binary_Cross_Entropy_Loss.ipynb
+++ b/Notebooks/Chap05/5_2_Binary_Cross_Entropy_Loss.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyNp2bNAqP85JjPJrUa3fpD4",
+      "authorship_tag": "ABX9TyOlPP7m+YTLyMPaN0WxRdrb",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -29,7 +29,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "# **Notebook 5.2 Binarty Cross-Entropy Loss**\n",
+        "# **Notebook 5.2 Binary Cross-Entropy Loss**\n",
         "\n",
         "This notebook investigates the binary cross-entropy loss.  It follows from applying the formula in section 5.2 to a loss function based on the Bernoulli distribution.\n",
         "\n",