How to build a 12v 100+ Amp power supply (Transformer, Diode Bridge and Cap)?

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I think you made a (3x) thinking error.

12volt RGB LED strips have three LEDs in series, so 20mA per colour for three LEDs.
Three LEDs, all white, could consume 12volt/60mA.
Leo..