Just wanted to make a note for people,
If you find you can't create a 64-bit Virtual Machine with Oracle Virtualbox, disable Windows Hyper-V through Windows Features.
Another requirement is to enable VT-x (Intel) or AMD-V (AMD) in the computer's BIOS. You might have to hard reboot after.
Hope this helps someone.