It isn't directly linked from the front page, but they have a getting started section [0] that covers non-GKE options. I run k8s on AWS using the Kops tool.

Kubernetes is definitely more to learn before getting started than swarm, but that's mostly because it has different and more powerful primitives and more features built in.

[0]: http://kubernetes.io/docs/getting-started-guides/