Linux running systemd, like Ubuntu 16.04, adding -H tcp://0.0.0.0:2375 to /etc/default/docker does not have the effect it used to.
Instead, create a file called /etc/systemd/system/docker-tcp.socket to make docker available on a TCP socket on port 4243:
[Unit]
Description=Docker Socket for the AP...