[vishnukool]

That's right it will need aws credentials with access to create EBS volumes, S3 Bucket, spawn instances, etc. In addition to the "cli" a cloud service constantly monitors the progress of the Jobs(by registering the pid when launching it), and the instance states. So the billing will be based on the hours of training run and $ saved.