How Random is the Random Number Generator in Casino Games?

The question of RNG is a matter of heated debate in the gaming community. Is the random number generator used in casino games like slots or roulette truly, reliably random and fair? If true randomness cannot be achieved, what does that mean for us players and our winning odds?