Installing

Update all packages:

sudo apt-get update && sudo apt-get upgrade

Push this below installation script:

curl -fsSL https://get.docker.com -o get-docker.sh

Run the script with the help of the below command:

sudo sh get-docker.sh

Letting non-admin users run docker images

See here