Merge pull request ROCm#2 from raxbits/patch-1

Update dl.ml

Author: Gregory Stoner

dl.md

@@ -4,18 +4,18 @@ title: Deep Learning
 ---
 # Deep Learning on ROCm 
 
-Announcing our new Foundation for Deep Learning acceleration  MIOpen 1.0 which introduces support for Convolution Neural Network acceleration — built to run on top of the ROCm software stack!
+Announcing our new Foundation for Deep Learning acceleration MIOpen 1.0 which introduces support for Convolution Neural Network (CNN) acceleration — built to run on top of the ROCm software stack!
 
 ## This release includes the following:
 
-* Deep Convolution Solvers  optimized for both forward and backward propagation
+* Deep Convolution Solvers optimized for both forward and backward propagation
 * Optimized Convolutions including Winograd and FFT transformations
 * Optimized GEMM’s for Deep Learning
 * Pooling, Softmax, Activations, Gradient Algorithms Batch Normalization, and LR Normalization
 * MIOpen describes data as 4-D tensors ‒ Tensors 4D NCHW format
 * Support for OpenCL and HIP enabled frameworks API's 
 * MIOpen Driver enables to testing forward/backward network of any particular layer in MIOpen.
-* Binary Package support for Ubuntu  16.04 and Fedora 24
+* Binary Package support for Ubuntu 16.04 and Fedora 24
 * Source code at https://github.com/ROCmSoftwarePlatform/MIOpen
 * Documentation 
   * [MIOpen](https://rocmsoftwareplatform.github.io/MIOpen/doc/html/apireference.html)
@@ -37,9 +37,9 @@ sudo apt-get install miopengemm miopen-hip
 
 ## Deep Learning Framework support for ROCm 
 
-|Framework.   |Status.       | MIOpen Enabled. |Upstreamed      | Current Repository                                  |
+|Framework    |Status        | MIOpen Enabled  |Upstreamed      | Current Repository                                  |
 |:------------|:-------------|:----------------|:---------------|:----------------------------------------------------|
-|Caffe.       |Public.       |Yes              |                |https://github.com/ROCmSoftwarePlatform/hipCaffe.    |
+|Caffe        |Public        |Yes              |                |https://github.com/ROCmSoftwarePlatform/hipCaffe     |
 |Tensorflow   |Development   |Yes              |CLA in Progress |Notes: Working on NCCL and XLA enablement, Running   | 
 |Caffe2       |Upstreaming   |Yes              |CLA in Progress |https://github.com/ROCmSoftwarePlatform/caffe        |                       
 |Torch HIP    |Upstreaming   |Development      |In process      |https://github.com/ROCmSoftwarePlatform/cutorch_hip  |