It's a lot more fun with WSL 2. Something to get you started: https://code.visualstudio.com/blogs/2020/03/02/docker-in-wsl....
It requires you to sign up for the Windows Insider program though.
Also check this for an annoying issue and a workaround: https://github.com/microsoft/WSL/issues/4166.