You sound a bit like my 5-years-ago self. I encourage you to look into the SOTA in ML a little deeper, especially in finance. I happen to know that there are HFT firms based in Chicago that are using dedicated, hardware-accelerated ML algorithms (of unknown design, this is strictly trade-secret stuff, I'm sure the CIA itself is jealous of the INFOSEC this stuff is wrapped under) for the purposes of trend-trading. They are hiring a lot of FPGA developers and this is how I know that this is going on and that they're making a lot of money doing it (FPGA developers aren't cheap and hiring a small army of them to work in a finance company so you can keep the IP 100% in-house trade-secrets tells you that somebody has hit a gold-vein). I'm not disagreeing with anything in your post, just consider this one of those insider tips you've been waiting for...
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