diff --git a/tutorials/03.auto-train-models.ipynb b/tutorials/03.auto-train-models.ipynb
index cb5c5a30..9b422709 100644
--- a/tutorials/03.auto-train-models.ipynb
+++ b/tutorials/03.auto-train-models.ipynb
@@ -17,7 +17,7 @@
     "\n",
     "In this tutorial, you'll learn how to automatically generate a  machine learning model.  This model can then be deployed following the workflow in the [Deploy a model](tutorial-deploy-models-with-aml.md) tutorial.\n",
     "\n",
-    "[flow diagram](./imgs/nn.png)\n",
+    "[flow diagram](imgs/nn.png)\n",
     "\n",
     "Similar to the [train models tutorial](tutorial-train-models-with-aml.md), this tutorial classifies handwritten images of digits (0-9) from the [MNIST](http://yann.lecun.com/exdb/mnist/) dataset.\n",
     "\n",