docs: add quota limit docs + how to request increase

docs/aws.md

@@ -57,10 +57,17 @@ The goal of this document is to provide a guide on how to set up the GitHub Acti
 
 You are now ready to start using this action with AWS!
 
+
+## Additional notes for requesting GPU instances on new accounts
+By default, AWS accounts have [a quota of 0 for GPU instances](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ec2-on-demand-instances.html#ec2-on-demand-instances-limits). To increase your quota, use [this AWS doc](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ec2-resource-limits.html#request-increase).
+
+
 ## Useful Resources
 - [AWS - Creating IAM Policies](https://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies_create.html)
 - [AWS - Creating an IAM User in your AWS account](https://docs.aws.amazon.com/IAM/latest/UserGuide/id_users_create.html)
 - [AWS - Create a VPC](https://docs.aws.amazon.com/vpc/latest/userguide/create-vpc.html)
 - [AWS - Create a subnet](https://docs.aws.amazon.com/vpc/latest/userguide/create-subnets.html)
 - [AWS - Work with security groups](https://docs.aws.amazon.com/vpc/latest/userguide/working-with-security-groups.html)
 - [AWS - Create an AMI from an Amazon EC2 Instance](https://docs.aws.amazon.com/toolkit-for-visual-studio/latest/user-guide/tkv-create-ami-from-instance.html)
+- [AWS - On-Demand Instance Quotas](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ec2-on-demand-instances.html#ec2-on-demand-instances-limits)
+- [AWS - Request Increase](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ec2-resource-limits.html#request-increase)