diff --git a/docs/tutorials/r/fiveMinutesNeuralNetwork.md b/docs/tutorials/r/fiveMinutesNeuralNetwork.md
index 388148f0e584..0952a4999028 100644
--- a/docs/tutorials/r/fiveMinutesNeuralNetwork.md
+++ b/docs/tutorials/r/fiveMinutesNeuralNetwork.md
@@ -1,27 +1,31 @@
 Develop a Neural Network with MXNet in Five Minutes
 =============================================
 
-This tutorial is designed for new users of the `mxnet` package for R. It shows how to construct a neural network to do regression in 5 minutes. It shows how to perform classification and regression tasks, respectively. The data we use is in the `mlbench` package.
+This tutorial is designed for new users of the `mxnet` package for R. It shows how to construct a neural network to do regression in 5 minutes. It shows how to perform classification and regression tasks, respectively. The data we use is in the `mlbench` package. Instructions to install R and MXNet's R package in different environments can be found [here](http://mxnet.incubator.apache.org/install/index.html?platform=Linux&language=R&processor=CPU). 
 
 ## Classification
 
-
-
+ ```
+    ## Loading required package: mlbench
+ ```
  ```r
-    require(mlbench)
+    if (!require(mlbench)) {
+      install.packages('mlbench')
+    }
  ```
 
  ```
-    ## Loading required package: mlbench
+    ## Loading required package: mxnet
  ```
 
  ```r
-    require(mxnet)
+    if (!require(mxnet)) {
+      install.packages('mlbench')
+    }
  ```
 
  ```
-    ## Loading required package: mxnet
-    ## Loading required package: methods
+    ## Loading required datasets
  ```
 
  ```r