Expose GPU from Windows 10 host to Ubuntu 16

I need to fully expose my GPU to a VM that run Ubuntu 16. The host is Windows 10. I am using Oracle VirtualBox. However, I do not mind change to another VM program if it will make it work.

Any suggestion?