Docker on Windows 10 “driver failed programming external connectivity on endpoint”

I got the same error message on my Windows 10 Pro / Docker v17.06.1-ce-win24 / Docker-Compose v1.14.0 using Windows Powershell x86 in admin mode.

The solution was to simply restart Docker.