I just upgraded to the Windows 10 Anniversary Update (1607, 2016-08-02) and wanted to try Windows containers.
I followed the most recent guide I could find: Windows
The updated documentation on GitHub for Windows builds 14372+ has instructions to download a newer version of the Docker daemon and client which work properly on the Anniversary Update.