diff --git a/bqml/05_model_training_pipeline_formalization.ipynb b/bqml/05_model_training_pipeline_formalization.ipynb
index c0e6f3a..5b32fda 100644
--- a/bqml/05_model_training_pipeline_formalization.ipynb
+++ b/bqml/05_model_training_pipeline_formalization.ipynb
@@ -353,7 +353,7 @@
     "    base_image=\"python:3.8-slim\",\n",
     "    packages_to_install=[\"google-cloud-aiplatform\"],\n",
     ")\n",
-    "def upload_model_enpoint(\n",
+    "def upload_model_endpoint(\n",
     "    project: str,\n",
     "    location: str,\n",
     "    bq_model_name: str,\n",
@@ -491,7 +491,7 @@
     "            project=project, location=region, display_name=ENDPOINT_NAME\n",
     "        )\n",
     "\n",
-    "        _ = upload_model_enpoint(\n",
+    "        _ = upload_model_endpoint(\n",
     "            project=project, location=region, bq_model_name=model\n",
     "        ).after(endpoint_create_op)"
    ]