[website] We're hiring! + integration posts

docs/index.md

@@ -4,6 +4,8 @@ toc: true
 toc_label: "Contents"
 ---
 
+### 03/2021: DeepSpeed is hiring! Come join us: [SDE 2](https://careers.microsoft.com/us/en/job/1013160/Software-Engineer-2), [Sr. SDE](https://careers.microsoft.com/us/en/job/1017151/Senior-Software-Engineer), [Sr. Researcher](https://careers.microsoft.com/us/en/job/1016440/Senior-Researcher)
+
 DeepSpeed is a deep learning optimization library that makes distributed training easy,
 efficient, and effective.
 
@@ -28,8 +30,10 @@ initiative to enable next-generation AI capabilities at scale, where you can fin
 information [here](https://innovation.microsoft.com/en-us/exploring-ai-at-scale).
 
 # What's New?
+* [2021/03/30] [[PyTorch Lightning Blog] Accessible Multi-Billion Parameter Model Training with PyTorch Lightning + DeepSpeed](https://medium.com/pytorch-lightning/accessible-multi-billion-parameter-model-training-with-pytorch-lightning-deepspeed-c9333ac3bb59)
 * [2021/03/16] [1-bit Adam v2: NCCL-based implementation and more](https://www.deepspeed.ai/tutorials/onebit-adam/)
 * [2021/03/08] [ZeRO-3 Offload: Scale your models to trillion parameters without code changes while leveraging both CPUs & GPUs](https://www.deepspeed.ai/news/2021/03/07/zero3-offload.html)
+* [2021/01/19] [[🤗Hugging Face Blog] Fit More and Train Faster With ZeRO via DeepSpeed and FairScale](https://huggingface.co/blog/zero-deepspeed-fairscale)
 * [2020/11/12] [Simplified install, JIT compiled ops, PyPI releases, and reduced dependencies](#installation)
 * [2020/11/10] [Efficient and robust compressed training through progressive layer dropping](https://www.deepspeed.ai/news/2020/10/28/progressive-layer-dropping-news.html)
 * [2020/09/10] [DeepSpeed v0.3: Extreme-scale model training for everyone]({{ site.press_release_v3 }})