Linear Reg -> Low Noise, Easy to implement, Find one with Low-Drop-Out to minimize P-loss
Switching Reg -> If we need more than 3.3V in the circuit, we will most likely need to implement a boost regulator.
-> High Efficiency, however, at the cost of Noise, more components