diff --git a/how-to-use-azureml/training/train-within-notebook/train-within-notebook.ipynb b/how-to-use-azureml/training/train-within-notebook/train-within-notebook.ipynb
index 8c6b3d97..b490918b 100644
--- a/how-to-use-azureml/training/train-within-notebook/train-within-notebook.ipynb
+++ b/how-to-use-azureml/training/train-within-notebook/train-within-notebook.ipynb
@@ -57,7 +57,7 @@
     "---\n",
     "\n",
     "## Setup\n",
-    "Make sure you have completed the [Configuration](..\\..\\..\\configuration.ipnyb) notebook to set up your Azure Machine Learning workspace and ensure other common prerequisites are met.  From the configuration, the important sections are the workspace configuration and ACI regristration.\n",
+    "Make sure you have completed the [Configuration](../../../configuration.ipnyb) notebook to set up your Azure Machine Learning workspace and ensure other common prerequisites are met.  From the configuration, the important sections are the workspace configuration and ACI regristration.\n",
     "\n",
     "We will also need the following libraries install to our conda environment.  If these are not installed, use the following command to do so and restart the notebook.\n",
     "```shell\n",