diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb
index b13496a4..b608c99c 100644
--- a/02_end_to_end_machine_learning_project.ipynb
+++ b/02_end_to_end_machine_learning_project.ipynb
@@ -2551,7 +2551,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Alternatively, you can set `sparse=False` when creating the `OneHotEncoder`:"
+    "Alternatively, you can set `sparse_output=False` when creating the `OneHotEncoder`:"
    ]
   },
   {
@@ -2577,7 +2577,7 @@
     }
    ],
    "source": [
-    "cat_encoder = OneHotEncoder(sparse=False)\n",
+    "cat_encoder = OneHotEncoder(sparse_output=False)\n",
     "housing_cat_1hot = cat_encoder.fit_transform(housing_cat)\n",
     "housing_cat_1hot"
    ]