diff --git a/README.md b/README.md
index e574d47..3fe4f11 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 # Goal
 
-In this repo we demonstrate how to build and train two different neural network architectures for *classification of text documents*. We show a simple implementation on an [NC series Data Science Virtual Machine](https://aka.ms/dsvm/windows) with a [Tesla K80 GPU](http://www.nvidia.com/object/tesla-k80.html), that uses the [Keras API](https://keras.io) for deep learning. Keras is a front end to three of the most popular deep learning frameworks, CNTK, Tensorflow and Theano. 
+In this repo we demonstrate how to build and train two different neural network architectures for *classification of text documents*. We show a simple implementation on an [NC series Data Science Virtual Machine](https://aka.ms/dsvm/ubuntu) with a [Tesla K80 GPU](http://www.nvidia.com/object/tesla-k80.html), that uses the [Keras API](https://keras.io) for deep learning. Keras is a front end to three of the most popular deep learning frameworks, CNTK, Tensorflow and Theano. 
 
 # Data