I just upgraded my laptop from Windows 7 to Windows 10 and found that I am unable to start Virtualbox VMs configured with a bridged adapter.
See the configuration below:
My very simple solution that worked: select another networkcard!
If it doesn't work, repeat steps and try yet another network adapter. The very basic PCnet adapters have a high succes-rate.
Good luck.