It is doable, if you have the knowledge and expertise. Many high frequency trading firms are small operations with just a couple people. The stereotype is two dudes and a Bloomberg terminal. Anyone with enough cash can have their servers colo-ed at the exchange.

The biggest hurdle is initial capital. You could probably start a semi-respectable HF operation with 5-10mm in tradeable funds.