Yes, EKS is just managed K8s, which is the orchestration layer. You still need to have EC2 instances for the EKS tasks to be scheduled on. Unless you run your EKS tasks on Fargate, which is coming in 2018.
So if I do "kubectl get nodes" while using Fargate, what do I see in response?