Using RabbitMQ docker image
I wasn't executing docker run ... correctly. I needed to use the -p option like so:
docker run -d --hostname my-rabbit --name some-rabbit -p 15672:15672 -p 5672:5672 rabbitmq:3-management
Then I can point my browser to http://localhost:15672 and everything works.