I would get a "true" electronic kit. Buy some pieces now and get others later. Also... you "should" use real tin as the syntesized ones never sound quite right (to me). But this is a more expensive option.
If you wanna LEARN how to drum, get a real kit and deal with the noise for now. Save up some money and buy the synthesized kit later on. If you learn on that "thing" you will have a tough time learning a real kit. Again... it's really meant for futzing around and playing with. The sounds will not be very good as you get what you pay for. You would be better off going to a music store and seeing used stuff. Who knows... maybe they have a full electronic kit for a decent price. Or you may be stuck with a "real" kit, which I prefer anyways.
On another note... if you want to get into music but are worried about noise, it's not an easy thing to do. Yes, you can plug guitars into headphones, but they never sound right... But that would be the best way to get into music and be as silent as possible.. As for playing drums? They are loud... of course they make noise. Unless you have the bucks to pick up something that is comparable to a real kit, it won't sound very good at all. And, again... you won't really be learning how to play drums if you use that thing you posted. My friend/guitarist can play the hell out of the drum sounds on keybosrd. But he can't DRUM. There is a difference...
Good luck!