diff --git a/notebooks/features/vw/Vowpal Wabbit - Overview.ipynb b/notebooks/features/vw/Vowpal Wabbit - Overview.ipynb
index 3324efc68e..66c5258fe6 100644
--- a/notebooks/features/vw/Vowpal Wabbit - Overview.ipynb	
+++ b/notebooks/features/vw/Vowpal Wabbit - Overview.ipynb	
@@ -7,7 +7,7 @@
    "source": [
     "<img width=\"200\" src=\"https://mmlspark.blob.core.windows.net/graphics/emails/vw-blue-dark-orange.svg\" />\n",
     "\n",
-    "# VowalWabbit \n",
+    "# VowpalWabbit \n",
     "\n",
     "[VowpalWabbit](https://github.com/VowpalWabbit/vowpal_wabbit) (VW) is a machine learning system which\n",
     "pushes the frontier of machine learning with techniques such as online, hashing, allreduce,\n",
@@ -73,7 +73,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Heart Disease Detection with VowalWabbit Classifier\n",
+    "## Heart Disease Detection with VowpalWabbit Classifier\n",
     "\n",
     "<img src=\"https://mmlspark.blob.core.windows.net/graphics/Documentation/heart disease.png\" width=\"800\" style=\"float: center;\"/>"
    ]
@@ -151,7 +151,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Use VowalWabbitFeaturizer to convert data features into vector"
+    "#### Use VowpalWabbitFeaturizer to convert data features into vector"
    ]
   },
   {