When my windows 10 automatically updated to the anniversary edition (build 1607) I could not get Docker for Windows to start anymore. It was showing in my task manager as running but nothing was shown in the system tray and I could not connect to it. To fix this you can take the following steps.
Why this is happening is being investigated in the following repo: https://github.com/docker/for-win/issues/27