well, it depends on what you want to buy.
now if it's just to start, you only really need like $500-$1000. But that's just to start. You'll probably end up spending $5000+ and still want more stuff (hehe).
But just to start, you can easily get away with up to $1000 max. You can probably even get away with spending half that if you look around and spend wisely.