Update README.md (#12208)

srochel · sandeepkrishnamurthy-dev · commit 599ffe47a782 · 2018-08-17T08:54:00.000-07:00
Removed reference to gitter, updated references from dmlc to Apache github and reordered references to make asking questions &amp; how to contribute more visible.
diff --git a/README.md b/README.md
@@ -21,7 +21,15 @@ MXNet is also more than a deep learning project. It is also a collection of
 [blue prints and guidelines](https://mxnet.incubator.apache.org/architecture/index.html#deep-learning-system-design-concepts) for building
 deep learning systems, and interesting insights of DL systems for hackers.
 
-[![Join the chat at https://gitter.im/dmlc/mxnet](https://badges.gitter.im/Join%20Chat.svg)](https://gitter.im/dmlc/mxnet?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)
+Ask Questions
+-------------
+* Please use [discuss.mxnet.io](https://discuss.mxnet.io/) for asking questions.
+* Please use [mxnet/issues](https://github.com/apache/incubator-mxnet/issues) for reporting bugs.
+* [Frequent Asked Questions](https://mxnet.incubator.apache.org/faq/faq.html)
+
+How to Contribute
+-----------------
+* [Contribute to MXNet](https://mxnet.incubator.apache.org/community/contribute.html)
 
 What's New
 ----------
@@ -37,7 +45,7 @@ What's New
 * [Version 0.9.1 Release (NNVM refactor)](./docs/architecture/release_note_0_9.md) - NNVM branch is merged into master now. An official release will be made soon.
 * [Version 0.8.0 Release](https://github.com/dmlc/mxnet/releases/tag/v0.8.0)
 * [Updated Image Classification with new Pre-trained Models](./example/image-classification)
-* [Python Notebooks for How to Use MXNet](https://github.com/dmlc/mxnet-notebooks)
+* [Notebooks How to Use MXNet](https://github.com/zackchase/mxnet-the-straight-dope)
 * [MKLDNN for Faster CPU Performance](./MKLDNN_README.md)
 * [MXNet Memory Monger, Training Deeper Nets with Sublinear Memory Cost](https://github.com/dmlc/mxnet-memonger)
 * [Tutorial for NVidia GTC 2016](https://github.com/dmlc/mxnet-gtc-tutorial)
@@ -56,11 +64,9 @@ Contents
 --------
 * [Documentation](https://mxnet.incubator.apache.org/) and  [Tutorials](https://mxnet.incubator.apache.org/tutorials/)
 * [Design Notes](https://mxnet.incubator.apache.org/architecture/index.html)
-* [Code Examples](https://github.com/dmlc/mxnet/tree/master/example)
+* [Code Examples](https://github.com/apache/incubator-mxnet/tree/master/example)
 * [Installation](https://mxnet.incubator.apache.org/install/index.html)
-* [Pretrained Models](https://github.com/dmlc/mxnet-model-gallery)
-* [Contribute to MXNet](https://mxnet.incubator.apache.org/community/contribute.html)
-* [Frequent Asked Questions](https://mxnet.incubator.apache.org/faq/faq.html)
+* [Pretrained Models](http://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html)
 
 Features
 --------
@@ -72,14 +78,9 @@ Features
 * Support for Python, R, Scala, C++ and Julia
 * Cloud-friendly and directly compatible with S3, HDFS, and Azure
 
-Ask Questions
--------------
-* Please use [discuss.mxnet.io](https://discuss.mxnet.io/) for asking questions.
-* Please use [mxnet/issues](https://github.com/dmlc/mxnet/issues) for reporting bugs.
-
 License
 -------
-Licensed under an [Apache-2.0](https://github.com/dmlc/mxnet/blob/master/LICENSE) license.
+Licensed under an [Apache-2.0](https://github.com/apache/incubator-mxnet/blob/master/LICENSE) license.
 
 Reference Paper
 ---------------
