diff --git a/Notebooks/Chap06/6_2_Gradient_Descent.ipynb b/Notebooks/Chap06/6_2_Gradient_Descent.ipynb
index 921b75b..6a86acb 100644
--- a/Notebooks/Chap06/6_2_Gradient_Descent.ipynb
+++ b/Notebooks/Chap06/6_2_Gradient_Descent.ipynb
@@ -31,7 +31,7 @@
       "source": [
         "# **Notebook 6.2 Gradient descent**\n",
         "\n",
-        "This notebook recreates the gradient descent algorithm as shon in figure 6.1.\n",
+        "This notebook recreates the gradient descent algorithm as shown in figure 6.1.\n",
         "\n",
         "Work through the cells below, running each cell in turn. In various places you will see the words \"TO DO\". Follow the instructions at these places and make predictions about what is going to happen or write code to complete the functions.\n",
         "\n",