diff --git a/README.md b/README.md
index 0da77d4f0..cd5afe588 100644
--- a/README.md
+++ b/README.md
@@ -172,3 +172,20 @@ the `--shm-size` option when launching your container. Here is a demonstration o
 ```bash
 docker run -it --shm-size=1g ...
 ```
+## JAX on Public Clouds
+
+* AWS
+    * [Add EFA integration](https://docs.aws.amazon.com/sagemaker/latest/dg/your-algorithms-training-efa.html)
+    * [SageMaker code sample](https://github.com/aws-samples/aws-samples-for-ray/tree/main/sagemaker/jax_alpa_language_model)
+* GCP
+    * [Getting started with JAX multi-node applications with NVIDIA GPUs on Google Kubernetes Engine](https://cloud.google.com/blog/products/containers-kubernetes/machine-learning-with-jax-on-kubernetes-with-nvidia-gpus)
+* Azure
+    * [Accelerating AI applications using the JAX framework on Azure’s NDm A100 v4 Virtual Machines](https://techcommunity.microsoft.com/t5/azure-high-performance-computing/accelerating-ai-applications-using-the-jax-framework-on-azure-s/ba-p/3735314)
+* OCI
+    * [Running a deep learning workload with JAX on multinode multi-GPU clusters on OCI](https://blogs.oracle.com/cloud-infrastructure/post/running-multinode-jax-clusters-on-oci-gpu-cloud) 
+
+## Resources
+* [What's New in JAX | GTC Spring 2023](https://www.nvidia.com/en-us/on-demand/session/gtcspring23-s51956/)
+* [Slurm and OpenMPI zero config integration](https://jax.readthedocs.io/en/latest/_autosummary/jax.distributed.initialize.html)
+* [Adding custom GPU ops](https://jax.readthedocs.io/en/latest/Custom_Operation_for_GPUs.html)
+