diff --git a/advanced_functionality/pytorch_deploy_large_GPT_model/GPT-J-6B-model-parallel-inference-DJL.ipynb b/advanced_functionality/pytorch_deploy_large_GPT_model/GPT-J-6B-model-parallel-inference-DJL.ipynb
index 93d2491c6c..618bb8db77 100644
--- a/advanced_functionality/pytorch_deploy_large_GPT_model/GPT-J-6B-model-parallel-inference-DJL.ipynb
+++ b/advanced_functionality/pytorch_deploy_large_GPT_model/GPT-J-6B-model-parallel-inference-DJL.ipynb
@@ -312,7 +312,7 @@
    "id": "22d2fc2b",
    "metadata": {},
    "source": [
-    "Now we creates an endpoint configuration that SageMaker hosting services uses to deploy models. Note that we configured `ModelDataDownloadTimeoutInSeconds` and `ContainerStartupHealthCheckTimeoutInSeconds` to accommodate the large size of our model. "
+    "Now we create an endpoint configuration that SageMaker hosting services uses to deploy models. Note that we configured `ModelDataDownloadTimeoutInSeconds` and `ContainerStartupHealthCheckTimeoutInSeconds` to accommodate the large size of our model. "
    ]
   },
   {