How Do I Turn Off the On Screen Display of Num Lock in Windows?

This setting is really hard to find in Windows 10. It's hidden under:

Control Panel\Appearance and Personalization\Display\Screen Resolution
Advanced settings
Screen configurations

Here's a picture:

Numlock Setting in Windows 10

Mine gets stuck sometimes. Toggling [x] Enable on-screen display, fixes the problem.