I think it all depends how actively you want to be trading.
I bought many different coins in very small amounts a while back, and I found out I'm too lazy to check their price, and sell if the moment's right, or buy more, etc.
I'm just sticking with bitcoin, as I don't believe you can earn nearly as much with any of the others, and it's simply too much for my head