diff --git a/CM20315/CM20315_Convolution_III.ipynb b/CM20315/CM20315_Convolution_III.ipynb
index 44748d6..ce0039f 100644
--- a/CM20315/CM20315_Convolution_III.ipynb
+++ b/CM20315/CM20315_Convolution_III.ipynb
@@ -148,7 +148,7 @@
         "# 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",