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Create an AWS account.
Go to the EC2 dashboard.
Set up an instance using the free tier by selecting AMI Catalog in the following menu
Select Ubuntu
Add 30 gb of SDD
You start by logging into your AWS account. Once in, you select an RStudio Amazon Machine Image (AMI) from this link. You are free to choose any, but it's more efficient to choose based on your geography. The Rstudio service is actually not really necesary, as all the steps can be done directly from the terminal, but some users might feel more comfortable with it.
Once in AWS, you have to select the machine you want to run it on. AWS EC2 has a free tier option called t2.micro, and that's the one I will be using here. Click Review and Launch