Decide on use of Linear Voltage Regulator or Switching Regulator

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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