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Perhaps the USB ethernet RNDIS Gadget driver is missing, see below picture.
Usually Windows 10 report USB-to-Ethernet-device as USB-serial port on the Control panel. Use right mouse click and select update driver and such option to "seek driver from your computer" and select "disk" and "browse file" to choose INF-file to update the device driver software. After the successful driver installation you should be able to "ping 192.168.123.123" if USB cable is connected to the controller board.
If Windows 10 refuses INF-file because of it is not signed file, then do as described in this page: https://en.code-bude.net/2015/08/19/how-to-install-unsigned-drivers-in-windows-10/
You can get the driver from here:
http://developer.toradex.com/knowledge-base/how-to-install-microsoft-rndis-driver-for-windows-7
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