Colocation is another in-between. Build your own server, but the racks / datacenter / power delivery / real estate / network is all rented from another group.

Colocation is probably ideal for anyone using custom hardware: like GPUs or FPGAs. If you're using "normal" CPUs, just buy dedicated instances instead.