diff --git a/MachineLearning/2_ModelBuilding/notebooks/linear_learner.ipynb b/MachineLearning/2_ModelBuilding/notebooks/linear_learner.ipynb
index 520b6ed8..9e3ea50a 100644
--- a/MachineLearning/2_ModelBuilding/notebooks/linear_learner.ipynb
+++ b/MachineLearning/2_ModelBuilding/notebooks/linear_learner.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "Welcome to your Amazon SageMaker notebook instance!  \n",
     "\n",
-    "This is a fully managed AWS environment that provides you a Jupyter Notebook to work with data.  To learn more about Amazon SageMake notebook instances, check out our [documentation](https://docs.aws.amazon.com/sagemaker/latest/dg/nbi.html).\n",
+    "This is a fully managed AWS environment that provides you a Jupyter Notebook to work with data.  To learn more about Amazon SageMaker notebook instances, check out our [documentation](https://docs.aws.amazon.com/sagemaker/latest/dg/nbi.html).\n",
     "\n",
     "## Summary\n",
     "\n",