iPad turned itself off and won't turn back on
That sounds like behavior consistent with a dead battery. How long did you leave it plugged in?

I'd plug it in and leave it charging for 15+ minutes, then hold the home button and power button simultaneously for 10 seconds to do a hard reset. If that doesn't work, it's off to the Apple Store to get a new one.