The simplest and most common way is to coat a blue LED with a yellow phosphor.

The bulb's 10 diodes, each with a yellow phosphor, sit along a halo of aluminum fingers.

These can be made to emit white light by coating the device with a phosphor compound that absorbs part of the blue light and re-emits it as yellow.