Basic info about a LED PWM "dimmer" circuit at ~3amps

ironspider:
My completely inexperienced thought process was that I would need some kind of 5v voltage regulator capable of handling like 4Amps (since I imagine the $4 wall-wart PSu from ebay is not regulated)...

FWIW, nowadays you can safely assume that all power supplies are "regulated".