Some simple differences: Capacitors store charge and maintain Voltage. Inductors store magnetic fields and maintain current. There is a phase difference (ELI the ICE man) where voltage leads current in an inductor and current leads voltage in a capacitor.
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"Well, I've wrestled with reality for 35 years, Doctor, and I'm happy to state I finally won out over it." Elwood P. Dowd