Add webinar link (#309)

Add webinar on-demand links and update readme

README.md

@@ -28,14 +28,12 @@ information [here](https://innovation.microsoft.com/en-us/exploring-ai-at-scale)
 
 # News
 
-* [2020/07/24] [DeepSpeed webinar](https://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-Live.html) on August 6th, 2020
+* [2020/08/07] [DeepSpeed Microsoft Research Webinar](https://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-On-Demand.html) is now available on-demand <span style="color:dodgerblue">**[_NEW_]**</span>
+* [2020/07/24] [DeepSpeed Microsoft Research Webinar](https://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-On-Demand.html) on August 6th, 2020 <span style="color:dodgerblue">**[_NEW_]**</span>
   [![DeepSpeed webinar](docs/assets/images/webinar-aug2020.png)](https://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-Live.html)
 * [2020/05/19] [ZeRO-2 & DeepSpeed: Shattering Barriers of Deep Learning Speed & Scale](https://www.microsoft.com/en-us/research/blog/zero-2-deepspeed-shattering-barriers-of-deep-learning-speed-scale/)
-<span style="color:dodgerblue">**[_NEW_]**</span>
 * [2020/05/19] [An Order-of-Magnitude Larger and Faster Training with ZeRO-2](https://www.deepspeed.ai/news/2020/05/18/zero-stage2.html)
-<span style="color:dodgerblue">**[_NEW_]**</span>
 * [2020/05/19] [The Fastest and Most Efficient BERT Training through Optimized Transformer Kernels](https://www.deepspeed.ai/news/2020/05/18/bert-record.html)
-<span style="color:dodgerblue">**[_NEW_]**</span>
 * [2020/02/13] [Turing-NLG: A 17-billion-parameter language model by Microsoft](https://www.microsoft.com/en-us/research/blog/turing-nlg-a-17-billion-parameter-language-model-by-microsoft/)
 * [2020/02/13] [ZeRO & DeepSpeed: New system optimizations enable training models with over 100 billion parameters](https://www.microsoft.com/en-us/research/blog/zero-deepspeed-new-system-optimizations-enable-training-models-with-over-100-billion-parameters/)
 

docs/_posts/2020-05-19-press-release.md

@@ -4,6 +4,6 @@ title: "ZeRO-2 & DeepSpeed: Shattering Barriers of Deep Learning Speed & Scale"
 excerpt: ""
 link: https://www.microsoft.com/en-us/research/blog/zero-2-deepspeed-shattering-barriers-of-deep-learning-speed-scale/
 categories: news
-new_post: true
+new_post: false
 date: 2020-05-19 02:00:00
 ---

docs/_posts/2020-05-19-zero-stage2.md

@@ -3,7 +3,7 @@ layout: single
 title: "An Order-of-Magnitude Larger and Faster Training with ZeRO-2"
 excerpt: ""
 categories: news
-new_post: true
+new_post: false
 date: 2020-05-19 01:00:00
 ---
 

docs/_posts/2020-05-28-fastest-bert-training.md

@@ -3,7 +3,7 @@ layout: single
 title: "Microsoft DeepSpeed achieves the fastest BERT training time"
 excerpt: ""
 categories: news
-new_post: true
+new_post: false
 date: 2020-05-28 00:00:00
 ---
 

docs/_posts/2020-07-24-deepspeed-webinar.md

 ---
 layout: single
-title: "DeepSpeed webinar on August 6th, 2020"
+title: "DeepSpeed Microsoft Research Webinar on August 6th, 2020"
 excerpt: ""
 categories: news
-link: https://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-Live.html
+link: https://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-On-Demand.html
 image: /assets/images/webinar-aug2020.png
 new_post: true
 date: 2020-07-24 00:00:00

docs/_posts/2020-08-07-webinar-on-demand.md

+---
+layout: single
+title: "DeepSpeed Microsoft Research Webinar is now on-demand"
+excerpt: ""
+categories: news
+link: https://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-On-Demand.html
+new_post: true
+date: 2020-08-07 00:00:00
+---