aaronmarkham commented on a change in pull request #12962: fix broken links and 
reorganize build from source page
URL: https://github.com/apache/incubator-mxnet/pull/12962#discussion_r227984523
 
 

 ##########
 File path: docs/install/build_from_source.md
 ##########
 @@ -150,6 +140,32 @@ If you have a different processor you can still try to 
use MKL, but performance
 unpredictable.
 
 
+#### Install GPU Software
+
+If you want to run MXNet with GPUs, you must install [NVDIA CUDA and 
cuDNN](https://developer.nvidia.com/cuda-downloads).
+
+
+#### Install Optional Software
+
+These might be optional, but they're typically desirable as the extend or 
enhance MXNet's functionality.
+
+* [OpenCV](http://opencv.org/) - Image Loading and Augmentation. Each 
operation system has different packages and build from source options for 
OpenCV. Refer to your OS's link in the [Build Instructions by Operating 
System](#build-instructions-by-operating-system) section for further 
instructions.
 
 Review comment:
   Thanks @roywei - fixed.

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