eric-haibin-lin closed pull request #10473: [MXNET-297] updated R docs

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diff --git a/docs/api/r/ b/docs/api/r/
index 15596e6dfc4..822c59dbe3c 100644
--- a/docs/api/r/
+++ b/docs/api/r/
@@ -1,5 +1,7 @@
 # MXNet - R API
+See the [MXNet R Reference 
 MXNet supports the R programming language. The MXNet R package brings flexible 
and efficient GPU
 computing and state-of-art deep learning to R. It enables you to write 
seamless tensor/matrix computation with multiple GPUs in R. It also lets you 
construct and customize the state-of-art deep learning models in R,
   and apply them to tasks, such as image classification and data science 
@@ -21,5 +23,5 @@ You can perform tensor or matrix computation in R:
 ## Resources
+* [MXNet R Reference 
 * [MXNet for R Tutorials](../../tutorials/r/index.html)


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