diff --git a/program/cohort.ipynb b/program/cohort.ipynb
index 580aa2f..8da0442 100644
--- a/program/cohort.ipynb
+++ b/program/cohort.ipynb
@@ -4108,7 +4108,7 @@
    "source": [
     "## Session 11 - Deploying the Model\n",
     "\n",
-    "This session deploys the model from the Model Registry to an endpoint. We'll do it manually, using [boto3](https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/sagemaker.html) and the SageMaker SDK. Check [Deploy to a SageMaker Endpoint](https://sagemaker.readthedocs.io/en/stable/frameworks/tensorflow/using_tf.html#deploy-to-a-sagemaker-endpoint) for more information about deploying a model to an endpoint.\n",
+    "This session deploys the model from the Model Registry to an endpoint. We'll do it manually, using the SageMaker SDK. Check [Deploy to a SageMaker Endpoint](https://sagemaker.readthedocs.io/en/stable/frameworks/tensorflow/using_tf.html#deploy-to-a-sagemaker-endpoint) for more information about deploying a model to an endpoint.\n",
     "\n",
     "<a href=\"images/deploying-model.png\" target=\"_blank\"> <img src=\"images/deploying-model.png\" alt=\"High-level overview of deploying a model to a SageMaker endpoint\" style=\"max-width: 740px;\" /></a>\n"
    ]