Safety first,
If you don't understand how it works, it is most probably unsafe for you to build it!!!
It is simple, but it is the wrong way to drive an LED.
LEDs are "current driven creatures",
this circuit does a poor job of driving the correct controlled current value through the LEDs.
The...