diff --git a/docs/examples/Titanic-Binary-Classification.md b/docs/examples/Titanic-Binary-Classification.md
index e9fce4b44e..932fd2ec02 100644
--- a/docs/examples/Titanic-Binary-Classification.md
+++ b/docs/examples/Titanic-Binary-Classification.md
@@ -1,6 +1,6 @@
 # Titanic Binary Classification
 
-Here we describe a very simple TransmogrifAI workflow for predicting survivors in the often-cited Titanic dataset. The code for building and applying the Titanic model can be found here: [Titanic Code](https://github.com/salesforce/TransmogrifAI/blob/master/helloworld/src/main/scala/com/salesforce/hw/OpTitanicSimple.scala), and the data can be found here: [Titanic Data](https://github.com/salesforce/op/blob/master/helloworld/src/main/resources/TitanicDataset/TitanicPassengersTrainData.csv).
+Here we describe a very simple TransmogrifAI workflow for predicting survivors in the often-cited Titanic dataset. The code for building and applying the Titanic model can be found [here](https://github.com/salesforce/TransmogrifAI/blob/master/helloworld/src/main/scala/com/salesforce/hw/OpTitanicSimple.scala), and the data can be found [here](https://github.com/salesforce/op/blob/master/helloworld/src/main/resources/TitanicDataset/TitanicPassengersTrainData.csv).
 
 You can run this code as follows:
 ```bash