Reference other containers within containers by container name.

docker network create johnnynet
docker container run --detach --network johnnynet --name nginx666 nginx:alpine
docker container run --network johnnynet --name nginx777 nginx:alpine ping nginx666
docker network inspect johnnynet  

Note: The last command should be run on another host terminal.
Using alpine versions since main version no longer supports 'ping' command.