WSL and Docker for Windows: "Cannot connect to the Docker daemon at tcp://localhost:2375. Is the docker daemon running?"

See https://nickjanetakis.com/blog/setting-up-docker-for-windows-and-wsl-to-work-flawlessly

Which stated:
echo "export DOCKER_HOST=tcp://localhost:2375" >> ~/.bashrc && source ~/.bashrc