This guy will be hired by a high-frequency trading firm, and the next time we hear about him, he will have a net worth in 9 figures.

Right. But ... this would limit you to either extremely small models or extremely large FPGA's, yes? If there's a simple machine learning task that requires a sub microsecond latency I can see the point but otherwise??