diff --git a/tutorials/Example_3_classfication.ipynb b/tutorials/Example_3_classfication.ipynb
index 3e2afad1..d75b40f4 100644
--- a/tutorials/Example_3_classfication.ipynb
+++ b/tutorials/Example_3_classfication.ipynb
@@ -205,7 +205,7 @@
    "source": [
     "## Classification formulation\n",
     "\n",
-    "Let's then treat the problem as a regression problem (output dimension = 2, CrossEntropy loss). "
+    "Let's then treat the problem as a classification problem (output dimension = 2, CrossEntropy loss). "
    ]
   },
   {