diff --git a/README.md b/README.md
index 17a2069e3ca8..9d7e30e31d67 100644
--- a/README.md
+++ b/README.md
@@ -12,6 +12,7 @@ deep learning programs together to maximize the efficiency and your productivity
 
 What's New
 ----------
+* [MXNet.jl Julia binding initial release](https://github.com/dmlc/MXNet.jl)
 * [Design Note: Squeeze the Memory Consumption of Deep Learning](http://mxnet.readthedocs.org/en/latest/developer-guide/note_memory.html)
 * [LSTM Example by using symbolic API](https://github.com/dmlc/mxnet/tree/master/example/rnn)
 * [MXNet R Package brings Deep learning for R!](https://github.com/dmlc/mxnet/tree/master/R-package)