In general, where you can compete depends on the workload.
There are workloads that run well on GPUs from nVidia right now. But you have to do specialized programming to make good use of those resources. You might want to grab K&R C, and learn how to program along with the difference between integer and floating point operations. This is a first step in gaining some understanding about the issue.
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