diff --git a/11_midlevel_data.ipynb b/11_midlevel_data.ipynb
index 330897a..c002737 100644
--- a/11_midlevel_data.ipynb
+++ b/11_midlevel_data.ipynb
@@ -427,7 +427,7 @@
     "|======\n",
     "```\n",
     "\n",
-    "So, for instance, you would never call `setups` directly, but instead would call `setups`. The reason for this is that `setup` does some work before and after calling `setups` for you. To learn more about `Transform`s and how you can use them to have different behavior depending on the type of the input, be sure to check the tutorials in the fastai docs."
+    "So, for instance, you would never call `setups` directly, but instead would call `setup`. The reason for this is that `setup` does some work before and after calling `setups` for you. To learn more about `Transform`s and how you can use them to have different behavior depending on the type of the input, be sure to check the tutorials in the fastai docs."
    ]
   },
   {
@@ -1275,7 +1275,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.4"
+   "version": "3.7.2"
   }
  },
  "nbformat": 4,