Merge pull request #34 from jgray-aws/main

Update README.md to include Service Quota Page

Author: jgray-aws

doc/README.md

@@ -16,6 +16,7 @@ This section contains links to various documentation sources and is a helpful in
 |Inf2 Instance Details	|Helpful overview links for the Inferentia2 Instance and associated accelerators	|<ul><li>[AWS Landing Page](https://aws.amazon.com/ai/machine-learning/inferentia/) </li><li> [Instance Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/inf2-arch.html#aws-inf2-arch) </li><li> [Chip Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/inferentia2.html#inferentia2-arch) </li><li> [Core Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch) </li></ul> |
 |Trn1 Instance Details	|Similar overview links for Trn1 instances and acclerators	|<ul><li>[AWS Landing Page](https://aws.amazon.com/ai/machine-learning/trainium/) </li><li>[Instance Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/trn1-arch.html#aws-trn1-arch) </li><li> [Chip Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/trainium.html#trainium-arch) </li><li> [Core Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch) </li></ul>	|
 |Trn2 Instance Details	|Similar overview links for Trn2 instances and acclerators	|<ul><li>[Youtube Launch Video](https://www.youtube.com/watch?v=Bteba8KLeGc) </li><li> [Instance Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/trn2-arch.html#aws-trn2-arch) </li><li> [Chip Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/trainium2.html#trainium2-arch) </li><li> [Core Details](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/neuron-core-v3.html#neuroncores-v3-arch) </li></ul>	|
+| Instance Service Quotas  | Understand what service quotas are, how they apply to Inferentia and Trainium instances and endpoints, and have an example of what quotas would be appropriate for a POC. |[Inferentia and Trainium Service Quotas](https://repost.aws/articles/ARgmEMvbR6Re200FQs8rTduA/inferentia-and-trainium-service-quotas) |
 |Software Overview - General	|Overview Video of Trainium Software Stack	|[Video](https://www.youtube.com/watch?v=vaqj8XQfqwM&t=806s)	|
 |Software Overview - Framework	|Application Frameworks for developing on Neuron. Torch-NeuronX for small model inference and training, NxD for Distributed modeling primitives, NxDI - a higher abstraction library for inference and NxDT a corresponding abstraction for training.	|<ul><li>Torch-NeuronX ([Training](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html#pytorch-neuronx-programming-guide), [Inference](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html)) </li><li> [NxD](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/libraries/neuronx-distributed/developer-guide.html) </li><li> [NxD-T](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/libraries/nxd-training/overview.html#nxd-training-overview) </li><li> [NxD-I](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/libraries/nxd-inference/nxdi-overview.html#nxdi-overview) </li></ul>	|
 |Software Overview - ML Libraries	|ML libraries which offer another interface for deploying to trn/inf. Optimum-Neuron provides and interface between transformers and AWS Accelerators. AXLearn is a training library built on top of JAX and XLA.	|[Optimum Neuron](https://huggingface.co/docs/optimum-neuron/index) [AXLearn](https://github.com/apple/axlearn)	|