$ sudo apt-get update
$ sudo apt-get install docker-registry 

docker-registry is installed in your system.

Make ensure the docker-registry package were installed using the commands given below,

$ sudo dpkg-query -l | grep docker-registry *

You will get with docker-registry package name, version, architecture and description in a table

docker-registry package basic information: