What is the difference between EKS and EC2 installed kubernets?
You absolutely could install Kubernetes to EC2 and setup the configuration yourself.  However, EKS will handle the bulk of the setup, configuration, maintenance, and monitoring for you.  Check out the feature page to determine if it is worth it to you.